diff --git a/third_party/DeDoDe/.gitignore b/third_party/DeDoDe/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..1fe8687c1f1bf845e44ed213c42c5d08a89b11f3
--- /dev/null
+++ b/third_party/DeDoDe/.gitignore
@@ -0,0 +1,162 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# For a library or package, you might want to ignore these files since the code is
+# intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+# in version control.
+# https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+# and can be added to the global gitignore or merged into this file. For a more nuclear
+# option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+.vscode*
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/__init__.py b/third_party/DeDoDe/DeDoDe/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..c00abd633fd3df598d74a8c0bb2db0343906be72
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/__init__.py
@@ -0,0 +1 @@
+from .model_zoo import dedode_detector_B, dedode_detector_L, dedode_descriptor_B
diff --git a/third_party/DeDoDe/DeDoDe/benchmarks/__init__.py b/third_party/DeDoDe/DeDoDe/benchmarks/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..52113027f2e7ddc144453df9f012f84d3b4ba95b
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/benchmarks/__init__.py
@@ -0,0 +1,3 @@
+from .num_inliers import NumInliersBenchmark
+from .mega_pose_est import MegaDepthPoseEstimationBenchmark
+from .mega_pose_est_mnn import MegaDepthPoseMNNBenchmark
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/benchmarks/mega_pose_est.py b/third_party/DeDoDe/DeDoDe/benchmarks/mega_pose_est.py
new file mode 100644
index 0000000000000000000000000000000000000000..2104284b54d5fe339d6f12d9ae14dcdd3c0fb564
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/benchmarks/mega_pose_est.py
@@ -0,0 +1,114 @@
+import numpy as np
+import torch
+from DeDoDe.utils import *
+from PIL import Image
+from tqdm import tqdm
+import torch.nn.functional as F
+
+class MegaDepthPoseEstimationBenchmark:
+ def __init__(self, data_root="data/megadepth", scene_names = None) -> None:
+ if scene_names is None:
+ self.scene_names = [
+ "0015_0.1_0.3.npz",
+ "0015_0.3_0.5.npz",
+ "0022_0.1_0.3.npz",
+ "0022_0.3_0.5.npz",
+ "0022_0.5_0.7.npz",
+ ]
+ else:
+ self.scene_names = scene_names
+ self.scenes = [
+ np.load(f"{data_root}/{scene}", allow_pickle=True)
+ for scene in self.scene_names
+ ]
+ self.data_root = data_root
+
+ def benchmark(self, keypoint_model, matching_model, model_name = None, resolution = None, scale_intrinsics = True, calibrated = True):
+ H,W = matching_model.get_output_resolution()
+ with torch.no_grad():
+ data_root = self.data_root
+ tot_e_t, tot_e_R, tot_e_pose = [], [], []
+ thresholds = [5, 10, 20]
+ for scene_ind in range(len(self.scenes)):
+ import os
+ scene_name = os.path.splitext(self.scene_names[scene_ind])[0]
+ scene = self.scenes[scene_ind]
+ pairs = scene["pair_infos"]
+ intrinsics = scene["intrinsics"]
+ poses = scene["poses"]
+ im_paths = scene["image_paths"]
+ pair_inds = range(len(pairs))
+ for pairind in tqdm(pair_inds):
+ idx1, idx2 = pairs[pairind][0]
+ K1 = intrinsics[idx1].copy()
+ T1 = poses[idx1].copy()
+ R1, t1 = T1[:3, :3], T1[:3, 3]
+ K2 = intrinsics[idx2].copy()
+ T2 = poses[idx2].copy()
+ R2, t2 = T2[:3, :3], T2[:3, 3]
+ R, t = compute_relative_pose(R1, t1, R2, t2)
+ T1_to_2 = np.concatenate((R,t[:,None]), axis=-1)
+ im_A_path = f"{data_root}/{im_paths[idx1]}"
+ im_B_path = f"{data_root}/{im_paths[idx2]}"
+
+ keypoints_A = keypoint_model.detect_from_path(im_A_path, num_keypoints = 20_000)["keypoints"][0]
+ keypoints_B = keypoint_model.detect_from_path(im_B_path, num_keypoints = 20_000)["keypoints"][0]
+ warp, certainty = matching_model.match(im_A_path, im_B_path)
+ matches = matching_model.match_keypoints(keypoints_A, keypoints_B, warp, certainty, return_tuple = False)
+ im_A = Image.open(im_A_path)
+ w1, h1 = im_A.size
+ im_B = Image.open(im_B_path)
+ w2, h2 = im_B.size
+ if scale_intrinsics:
+ scale1 = 1200 / max(w1, h1)
+ scale2 = 1200 / max(w2, h2)
+ w1, h1 = scale1 * w1, scale1 * h1
+ w2, h2 = scale2 * w2, scale2 * h2
+ K1, K2 = K1.copy(), K2.copy()
+ K1[:2] = K1[:2] * scale1
+ K2[:2] = K2[:2] * scale2
+ kpts1, kpts2 = matching_model.to_pixel_coordinates(matches, h1, w1, h2, w2)
+ for _ in range(1):
+ shuffling = np.random.permutation(np.arange(len(kpts1)))
+ kpts1 = kpts1[shuffling]
+ kpts2 = kpts2[shuffling]
+ try:
+ threshold = 0.5
+ if calibrated:
+ norm_threshold = threshold / (np.mean(np.abs(K1[:2, :2])) + np.mean(np.abs(K2[:2, :2])))
+ R_est, t_est, mask = estimate_pose(
+ kpts1.cpu().numpy(),
+ kpts2.cpu().numpy(),
+ K1,
+ K2,
+ norm_threshold,
+ conf=0.99999,
+ )
+ T1_to_2_est = np.concatenate((R_est, t_est), axis=-1) #
+ e_t, e_R = compute_pose_error(T1_to_2_est, R, t)
+ e_pose = max(e_t, e_R)
+ except Exception as e:
+ print(repr(e))
+ e_t, e_R = 90, 90
+ e_pose = max(e_t, e_R)
+ tot_e_t.append(e_t)
+ tot_e_R.append(e_R)
+ tot_e_pose.append(e_pose)
+ tot_e_pose = np.array(tot_e_pose)
+ auc = pose_auc(tot_e_pose, thresholds)
+ acc_5 = (tot_e_pose < 5).mean()
+ acc_10 = (tot_e_pose < 10).mean()
+ acc_15 = (tot_e_pose < 15).mean()
+ acc_20 = (tot_e_pose < 20).mean()
+ map_5 = acc_5
+ map_10 = np.mean([acc_5, acc_10])
+ map_20 = np.mean([acc_5, acc_10, acc_15, acc_20])
+ print(f"{model_name} auc: {auc}")
+ return {
+ "auc_5": auc[0],
+ "auc_10": auc[1],
+ "auc_20": auc[2],
+ "map_5": map_5,
+ "map_10": map_10,
+ "map_20": map_20,
+ }
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/benchmarks/mega_pose_est_mnn.py b/third_party/DeDoDe/DeDoDe/benchmarks/mega_pose_est_mnn.py
new file mode 100644
index 0000000000000000000000000000000000000000..15f4cdea05c601173fab765b92d5379e8f0bb349
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/benchmarks/mega_pose_est_mnn.py
@@ -0,0 +1,119 @@
+import numpy as np
+import torch
+from DeDoDe.utils import *
+from PIL import Image
+from tqdm import tqdm
+import torch.nn.functional as F
+
+class MegaDepthPoseMNNBenchmark:
+ def __init__(self, data_root="data/megadepth", scene_names = None) -> None:
+ if scene_names is None:
+ self.scene_names = [
+ "0015_0.1_0.3.npz",
+ "0015_0.3_0.5.npz",
+ "0022_0.1_0.3.npz",
+ "0022_0.3_0.5.npz",
+ "0022_0.5_0.7.npz",
+ ]
+ else:
+ self.scene_names = scene_names
+ self.scenes = [
+ np.load(f"{data_root}/{scene}", allow_pickle=True)
+ for scene in self.scene_names
+ ]
+ self.data_root = data_root
+
+ def benchmark(self, detector_model, descriptor_model, matcher_model, model_name = None, resolution = None, scale_intrinsics = True, calibrated = True):
+ with torch.no_grad():
+ data_root = self.data_root
+ tot_e_t, tot_e_R, tot_e_pose = [], [], []
+ thresholds = [5, 10, 20]
+ for scene_ind in range(len(self.scenes)):
+ import os
+ scene_name = os.path.splitext(self.scene_names[scene_ind])[0]
+ scene = self.scenes[scene_ind]
+ pairs = scene["pair_infos"]
+ intrinsics = scene["intrinsics"]
+ poses = scene["poses"]
+ im_paths = scene["image_paths"]
+ pair_inds = range(len(pairs))
+ for pairind in tqdm(pair_inds):
+ idx1, idx2 = pairs[pairind][0]
+ K1 = intrinsics[idx1].copy()
+ T1 = poses[idx1].copy()
+ R1, t1 = T1[:3, :3], T1[:3, 3]
+ K2 = intrinsics[idx2].copy()
+ T2 = poses[idx2].copy()
+ R2, t2 = T2[:3, :3], T2[:3, 3]
+ R, t = compute_relative_pose(R1, t1, R2, t2)
+ T1_to_2 = np.concatenate((R,t[:,None]), axis=-1)
+ im_A_path = f"{data_root}/{im_paths[idx1]}"
+ im_B_path = f"{data_root}/{im_paths[idx2]}"
+ detections_A = detector_model.detect_from_path(im_A_path)
+ keypoints_A, P_A = detections_A["keypoints"], detections_A["confidence"]
+ detections_B = detector_model.detect_from_path(im_B_path)
+ keypoints_B, P_B = detections_B["keypoints"], detections_B["confidence"]
+ description_A = descriptor_model.describe_keypoints_from_path(im_A_path, keypoints_A)["descriptions"]
+ description_B = descriptor_model.describe_keypoints_from_path(im_B_path, keypoints_B)["descriptions"]
+ matches_A, matches_B, batch_ids = matcher_model.match(keypoints_A, description_A,
+ keypoints_B, description_B,
+ P_A = P_A, P_B = P_B,
+ normalize = True, inv_temp=20, threshold = 0.01)
+
+ im_A = Image.open(im_A_path)
+ w1, h1 = im_A.size
+ im_B = Image.open(im_B_path)
+ w2, h2 = im_B.size
+ if scale_intrinsics:
+ scale1 = 1200 / max(w1, h1)
+ scale2 = 1200 / max(w2, h2)
+ w1, h1 = scale1 * w1, scale1 * h1
+ w2, h2 = scale2 * w2, scale2 * h2
+ K1, K2 = K1.copy(), K2.copy()
+ K1[:2] = K1[:2] * scale1
+ K2[:2] = K2[:2] * scale2
+ kpts1, kpts2 = matcher_model.to_pixel_coords(matches_A, matches_B, h1, w1, h2, w2)
+ for _ in range(1):
+ shuffling = np.random.permutation(np.arange(len(kpts1)))
+ kpts1 = kpts1[shuffling]
+ kpts2 = kpts2[shuffling]
+ try:
+ threshold = 0.5
+ if calibrated:
+ norm_threshold = threshold / (np.mean(np.abs(K1[:2, :2])) + np.mean(np.abs(K2[:2, :2])))
+ R_est, t_est, mask = estimate_pose(
+ kpts1.cpu().numpy(),
+ kpts2.cpu().numpy(),
+ K1,
+ K2,
+ norm_threshold,
+ conf=0.99999,
+ )
+ T1_to_2_est = np.concatenate((R_est, t_est), axis=-1) #
+ e_t, e_R = compute_pose_error(T1_to_2_est, R, t)
+ e_pose = max(e_t, e_R)
+ except Exception as e:
+ print(repr(e))
+ e_t, e_R = 90, 90
+ e_pose = max(e_t, e_R)
+ tot_e_t.append(e_t)
+ tot_e_R.append(e_R)
+ tot_e_pose.append(e_pose)
+ tot_e_pose = np.array(tot_e_pose)
+ auc = pose_auc(tot_e_pose, thresholds)
+ acc_5 = (tot_e_pose < 5).mean()
+ acc_10 = (tot_e_pose < 10).mean()
+ acc_15 = (tot_e_pose < 15).mean()
+ acc_20 = (tot_e_pose < 20).mean()
+ map_5 = acc_5
+ map_10 = np.mean([acc_5, acc_10])
+ map_20 = np.mean([acc_5, acc_10, acc_15, acc_20])
+ print(f"{model_name} auc: {auc}")
+ return {
+ "auc_5": auc[0],
+ "auc_10": auc[1],
+ "auc_20": auc[2],
+ "map_5": map_5,
+ "map_10": map_10,
+ "map_20": map_20,
+ }
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/benchmarks/num_inliers.py b/third_party/DeDoDe/DeDoDe/benchmarks/num_inliers.py
new file mode 100644
index 0000000000000000000000000000000000000000..24be32b2bc54f1d650836e5ab2f540e80fd3d5c0
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/benchmarks/num_inliers.py
@@ -0,0 +1,76 @@
+import torch
+import torch.nn as nn
+from DeDoDe.utils import *
+import DeDoDe
+
+class NumInliersBenchmark(nn.Module):
+
+ def __init__(self, dataset, num_samples = 1000, batch_size = 8, num_keypoints = 10_000, device = "cuda") -> None:
+ super().__init__()
+ sampler = torch.utils.data.WeightedRandomSampler(
+ torch.ones(len(dataset)), replacement=False, num_samples=num_samples
+ )
+ dataloader = torch.utils.data.DataLoader(
+ dataset, batch_size=batch_size, num_workers=batch_size, sampler=sampler
+ )
+ self.dataloader = dataloader
+ self.tracked_metrics = {}
+ self.batch_size = batch_size
+ self.N = len(dataloader)
+ self.num_keypoints = num_keypoints
+
+ def compute_batch_metrics(self, outputs, batch, device = "cuda"):
+ kpts_A, kpts_B = outputs["keypoints_A"], outputs["keypoints_B"]
+ B, K, H, W = batch["im_A"].shape
+ gt_warp_A_to_B, valid_mask_A_to_B = get_gt_warp(
+ batch["im_A_depth"],
+ batch["im_B_depth"],
+ batch["T_1to2"],
+ batch["K1"],
+ batch["K2"],
+ H=H,
+ W=W,
+ )
+ kpts_A_to_B = F.grid_sample(gt_warp_A_to_B[...,2:].float().permute(0,3,1,2), kpts_A[...,None,:],
+ align_corners=False, mode = 'bilinear')[...,0].mT
+ legit_A_to_B = F.grid_sample(valid_mask_A_to_B.reshape(B,1,H,W), kpts_A[...,None,:],
+ align_corners=False, mode = 'bilinear')[...,0,:,0]
+ dists = (torch.cdist(kpts_A_to_B, kpts_B).min(dim=-1).values[legit_A_to_B > 0.]).float()
+ if legit_A_to_B.sum() == 0:
+ return
+ percent_inliers_at_1 = (dists < 0.02).float().mean()
+ percent_inliers_at_05 = (dists < 0.01).float().mean()
+ percent_inliers_at_025 = (dists < 0.005).float().mean()
+ percent_inliers_at_01 = (dists < 0.002).float().mean()
+ percent_inliers_at_005 = (dists < 0.001).float().mean()
+
+ inlier_bins = torch.linspace(0, 0.002, steps = 100, device = device)[None]
+ inlier_counts = (dists[...,None] < inlier_bins).float().mean(dim=0)
+ self.tracked_metrics["inlier_counts"] = self.tracked_metrics.get("inlier_counts", 0) + 1/self.N * inlier_counts
+ self.tracked_metrics["percent_inliers_at_1"] = self.tracked_metrics.get("percent_inliers_at_1", 0) + 1/self.N * percent_inliers_at_1
+ self.tracked_metrics["percent_inliers_at_05"] = self.tracked_metrics.get("percent_inliers_at_05", 0) + 1/self.N * percent_inliers_at_05
+ self.tracked_metrics["percent_inliers_at_025"] = self.tracked_metrics.get("percent_inliers_at_025", 0) + 1/self.N * percent_inliers_at_025
+ self.tracked_metrics["percent_inliers_at_01"] = self.tracked_metrics.get("percent_inliers_at_01", 0) + 1/self.N * percent_inliers_at_01
+ self.tracked_metrics["percent_inliers_at_005"] = self.tracked_metrics.get("percent_inliers_at_005", 0) + 1/self.N * percent_inliers_at_005
+
+ def benchmark(self, detector):
+ self.tracked_metrics = {}
+ from tqdm import tqdm
+ print("Evaluating percent inliers...")
+ for idx, batch in tqdm(enumerate(self.dataloader), mininterval = 10.):
+ batch = to_cuda(batch)
+ outputs = detector.detect(batch, num_keypoints = self.num_keypoints)
+ keypoints_A, keypoints_B = outputs["keypoints"][:self.batch_size], outputs["keypoints"][self.batch_size:]
+ if isinstance(outputs["keypoints"], (tuple, list)):
+ keypoints_A, keypoints_B = torch.stack(keypoints_A), torch.stack(keypoints_B)
+ outputs = {"keypoints_A": keypoints_A, "keypoints_B": keypoints_B}
+ self.compute_batch_metrics(outputs, batch)
+ import matplotlib.pyplot as plt
+ plt.plot(torch.linspace(0, 0.002, steps = 100), self.tracked_metrics["inlier_counts"].cpu())
+ import numpy as np
+ x = np.linspace(0,0.002, 100)
+ sigma = 0.52 * 2 / 512
+ F = 1 - np.exp(-x**2 / (2*sigma**2))
+ plt.plot(x, F)
+ plt.savefig("vis/inlier_counts")
+ [print(name, metric.item() * self.N / (idx+1)) for name, metric in self.tracked_metrics.items() if "percent" in name]
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/checkpoint.py b/third_party/DeDoDe/DeDoDe/checkpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..07d6f80ae09acf5702475504a8e8d61f40c21cd3
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/checkpoint.py
@@ -0,0 +1,59 @@
+import os
+import torch
+from torch.nn.parallel.data_parallel import DataParallel
+from torch.nn.parallel.distributed import DistributedDataParallel
+import gc
+
+import DeDoDe
+
+class CheckPoint:
+ def __init__(self, dir=None, name="tmp"):
+ self.name = name
+ self.dir = dir
+ os.makedirs(self.dir, exist_ok=True)
+
+ def save(
+ self,
+ model,
+ optimizer,
+ lr_scheduler,
+ n,
+ ):
+ if DeDoDe.RANK == 0:
+ assert model is not None
+ if isinstance(model, (DataParallel, DistributedDataParallel)):
+ model = model.module
+ states = {
+ "model": model.state_dict(),
+ "n": n,
+ "optimizer": optimizer.state_dict(),
+ "lr_scheduler": lr_scheduler.state_dict(),
+ }
+ torch.save(states, self.dir + self.name + f"_latest.pth")
+ print(f"Saved states {list(states.keys())}, at step {n}")
+
+ def load(
+ self,
+ model,
+ optimizer,
+ lr_scheduler,
+ n,
+ ):
+ if os.path.exists(self.dir + self.name + f"_latest.pth") and DeDoDe.RANK == 0:
+ states = torch.load(self.dir + self.name + f"_latest.pth")
+ if "model" in states:
+ model.load_state_dict(states["model"])
+ if "n" in states:
+ n = states["n"] if states["n"] else n
+ if "optimizer" in states:
+ try:
+ optimizer.load_state_dict(states["optimizer"])
+ except Exception as e:
+ print(f"Failed to load states for optimizer, with error {e}")
+ if "lr_scheduler" in states:
+ lr_scheduler.load_state_dict(states["lr_scheduler"])
+ print(f"Loaded states {list(states.keys())}, at step {n}")
+ del states
+ gc.collect()
+ torch.cuda.empty_cache()
+ return model, optimizer, lr_scheduler, n
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/datasets/__init__.py b/third_party/DeDoDe/DeDoDe/datasets/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/third_party/DeDoDe/DeDoDe/datasets/megadepth.py b/third_party/DeDoDe/DeDoDe/datasets/megadepth.py
new file mode 100644
index 0000000000000000000000000000000000000000..7de9d9a8e270fb74a6591944878c0e5e70ddf650
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/datasets/megadepth.py
@@ -0,0 +1,269 @@
+import os
+from PIL import Image
+import h5py
+import numpy as np
+import torch
+import torchvision.transforms.functional as tvf
+from tqdm import tqdm
+
+from DeDoDe.utils import get_depth_tuple_transform_ops, get_tuple_transform_ops
+import DeDoDe
+from DeDoDe.utils import *
+
+class MegadepthScene:
+ def __init__(
+ self,
+ data_root,
+ scene_info,
+ ht=512,
+ wt=512,
+ min_overlap=0.0,
+ max_overlap=1.0,
+ shake_t=0,
+ scene_info_detections=None,
+ scene_info_detections3D=None,
+ normalize=True,
+ max_num_pairs = 100_000,
+ scene_name = None,
+ use_horizontal_flip_aug = False,
+ grayscale = False,
+ clahe = False,
+ ) -> None:
+ self.data_root = data_root
+ self.scene_name = os.path.splitext(scene_name)[0]+f"_{min_overlap}_{max_overlap}"
+ self.image_paths = scene_info["image_paths"]
+ self.depth_paths = scene_info["depth_paths"]
+ self.intrinsics = scene_info["intrinsics"]
+ self.poses = scene_info["poses"]
+ self.pairs = scene_info["pairs"]
+ self.overlaps = scene_info["overlaps"]
+ threshold = (self.overlaps > min_overlap) & (self.overlaps < max_overlap)
+ self.pairs = self.pairs[threshold]
+ self.overlaps = self.overlaps[threshold]
+ self.detections = scene_info_detections
+ self.tracks3D = scene_info_detections3D
+ if len(self.pairs) > max_num_pairs:
+ pairinds = np.random.choice(
+ np.arange(0, len(self.pairs)), max_num_pairs, replace=False
+ )
+ self.pairs = self.pairs[pairinds]
+ self.overlaps = self.overlaps[pairinds]
+ self.im_transform_ops = get_tuple_transform_ops(
+ resize=(ht, wt), normalize=normalize, clahe = clahe,
+ )
+ self.depth_transform_ops = get_depth_tuple_transform_ops(
+ resize=(ht, wt), normalize=False
+ )
+ self.wt, self.ht = wt, ht
+ self.shake_t = shake_t
+ self.use_horizontal_flip_aug = use_horizontal_flip_aug
+ self.grayscale = grayscale
+
+ def load_im(self, im_B, crop=None):
+ im = Image.open(im_B)
+ return im
+
+ def horizontal_flip(self, im_A, im_B, depth_A, depth_B, K_A, K_B):
+ im_A = im_A.flip(-1)
+ im_B = im_B.flip(-1)
+ depth_A, depth_B = depth_A.flip(-1), depth_B.flip(-1)
+ flip_mat = torch.tensor([[-1, 0, self.wt],[0,1,0],[0,0,1.]]).to(K_A.device)
+ K_A = flip_mat@K_A
+ K_B = flip_mat@K_B
+
+ return im_A, im_B, depth_A, depth_B, K_A, K_B
+
+ def load_depth(self, depth_ref, crop=None):
+ depth = np.array(h5py.File(depth_ref, "r")["depth"])
+ return torch.from_numpy(depth)
+
+ def __len__(self):
+ return len(self.pairs)
+
+ def scale_intrinsic(self, K, wi, hi):
+ sx, sy = self.wt / wi, self.ht / hi
+ sK = torch.tensor([[sx, 0, 0], [0, sy, 0], [0, 0, 1]])
+ return sK @ K
+
+ def scale_detections(self, detections, wi, hi):
+ sx, sy = self.wt / wi, self.ht / hi
+ return detections * torch.tensor([[sx,sy]])
+
+ def rand_shake(self, *things):
+ t = np.random.choice(range(-self.shake_t, self.shake_t + 1), size=(2))
+ return [
+ tvf.affine(thing, angle=0.0, translate=list(t), scale=1.0, shear=[0.0, 0.0])
+ for thing in things
+ ], t
+
+ def tracks_to_detections(self, tracks3D, pose, intrinsics, H, W):
+ tracks3D = tracks3D.double()
+ intrinsics = intrinsics.double()
+ bearing_vectors = pose[...,:3,:3] @ tracks3D.mT + pose[...,:3,3:]
+ hom_pixel_coords = (intrinsics @ bearing_vectors).mT
+ pixel_coords = hom_pixel_coords[...,:2] / (hom_pixel_coords[...,2:]+1e-12)
+ legit_detections = (pixel_coords > 0).prod(dim = -1) * (pixel_coords[...,0] < W - 1) * (pixel_coords[...,1] < H - 1) * (tracks3D != 0).prod(dim=-1)
+ return pixel_coords.float(), legit_detections.bool()
+
+ def __getitem__(self, pair_idx):
+ try:
+ # read intrinsics of original size
+ idx1, idx2 = self.pairs[pair_idx]
+ K1 = torch.tensor(self.intrinsics[idx1].copy(), dtype=torch.float).reshape(3, 3)
+ K2 = torch.tensor(self.intrinsics[idx2].copy(), dtype=torch.float).reshape(3, 3)
+
+ # read and compute relative poses
+ T1 = self.poses[idx1]
+ T2 = self.poses[idx2]
+ T_1to2 = torch.tensor(np.matmul(T2, np.linalg.inv(T1)), dtype=torch.float)[
+ :4, :4
+ ] # (4, 4)
+
+ # Load positive pair data
+ im_A, im_B = self.image_paths[idx1], self.image_paths[idx2]
+ depth1, depth2 = self.depth_paths[idx1], self.depth_paths[idx2]
+ im_A_ref = os.path.join(self.data_root, im_A)
+ im_B_ref = os.path.join(self.data_root, im_B)
+ depth_A_ref = os.path.join(self.data_root, depth1)
+ depth_B_ref = os.path.join(self.data_root, depth2)
+ # return torch.randn((1000,1000))
+ im_A = self.load_im(im_A_ref)
+ im_B = self.load_im(im_B_ref)
+ depth_A = self.load_depth(depth_A_ref)
+ depth_B = self.load_depth(depth_B_ref)
+
+ # Recompute camera intrinsic matrix due to the resize
+ W_A, H_A = im_A.width, im_A.height
+ W_B, H_B = im_B.width, im_B.height
+
+ detections2D_A = self.detections[idx1]
+ detections2D_B = self.detections[idx2]
+
+ K = 10000
+ tracks3D_A = torch.zeros(K,3)
+ tracks3D_B = torch.zeros(K,3)
+ tracks3D_A[:len(detections2D_A)] = torch.tensor(self.tracks3D[detections2D_A[:K,-1].astype(np.int32)])
+ tracks3D_B[:len(detections2D_B)] = torch.tensor(self.tracks3D[detections2D_B[:K,-1].astype(np.int32)])
+
+ #projs_A, _ = self.tracks_to_detections(tracks3D_A, T1, K1, W_A, H_A)
+ #tracks3D_B = torch.zeros(K,2)
+
+ K1 = self.scale_intrinsic(K1, W_A, H_A)
+ K2 = self.scale_intrinsic(K2, W_B, H_B)
+
+ # Process images
+ im_A, im_B = self.im_transform_ops((im_A, im_B))
+ depth_A, depth_B = self.depth_transform_ops(
+ (depth_A[None, None], depth_B[None, None])
+ )
+ [im_A, depth_A], t_A = self.rand_shake(im_A, depth_A)
+ [im_B, depth_B], t_B = self.rand_shake(im_B, depth_B)
+
+ detections_A = -torch.ones(K,2)
+ detections_B = -torch.ones(K,2)
+ detections_A[:len(self.detections[idx1])] = self.scale_detections(torch.tensor(detections2D_A[:K,:2]), W_A, H_A) + t_A
+ detections_B[:len(self.detections[idx2])] = self.scale_detections(torch.tensor(detections2D_B[:K,:2]), W_B, H_B) + t_B
+
+
+ K1[:2, 2] += t_A
+ K2[:2, 2] += t_B
+
+ if self.use_horizontal_flip_aug:
+ if np.random.rand() > 0.5:
+ im_A, im_B, depth_A, depth_B, K1, K2 = self.horizontal_flip(im_A, im_B, depth_A, depth_B, K1, K2)
+ detections_A[:,0] = W-detections_A
+ detections_B[:,0] = W-detections_B
+
+ if DeDoDe.DEBUG_MODE:
+ tensor_to_pil(im_A[0], unnormalize=True).save(
+ f"vis/im_A.jpg")
+ tensor_to_pil(im_B[0], unnormalize=True).save(
+ f"vis/im_B.jpg")
+ if self.grayscale:
+ im_A = im_A.mean(dim=-3,keepdim=True)
+ im_B = im_B.mean(dim=-3,keepdim=True)
+ data_dict = {
+ "im_A": im_A,
+ "im_A_identifier": self.image_paths[idx1].split("/")[-1].split(".jpg")[0],
+ "im_B": im_B,
+ "im_B_identifier": self.image_paths[idx2].split("/")[-1].split(".jpg")[0],
+ "im_A_depth": depth_A[0, 0],
+ "im_B_depth": depth_B[0, 0],
+ "pose_A": T1,
+ "pose_B": T2,
+ "detections_A": detections_A,
+ "detections_B": detections_B,
+ "tracks3D_A": tracks3D_A,
+ "tracks3D_B": tracks3D_B,
+ "K1": K1,
+ "K2": K2,
+ "T_1to2": T_1to2,
+ "im_A_path": im_A_ref,
+ "im_B_path": im_B_ref,
+ }
+ except Exception as e:
+ print(e)
+ print(f"Failed to load image pair {self.pairs[pair_idx]}")
+ print("Loading a random pair in scene instead")
+ rand_ind = np.random.choice(range(len(self)))
+ return self[rand_ind]
+ return data_dict
+
+
+class MegadepthBuilder:
+ def __init__(self, data_root="data/megadepth", loftr_ignore=True, imc21_ignore = True) -> None:
+ self.data_root = data_root
+ self.scene_info_root = os.path.join(data_root, "prep_scene_info")
+ self.all_scenes = os.listdir(self.scene_info_root)
+ self.test_scenes = ["0017.npy", "0004.npy", "0048.npy", "0013.npy"]
+ # LoFTR did the D2-net preprocessing differently than we did and got more ignore scenes, can optionially ignore those
+ self.loftr_ignore_scenes = set(['0121.npy', '0133.npy', '0168.npy', '0178.npy', '0229.npy', '0349.npy', '0412.npy', '0430.npy', '0443.npy', '1001.npy', '5014.npy', '5015.npy', '5016.npy'])
+ self.imc21_scenes = set(['0008.npy', '0019.npy', '0021.npy', '0024.npy', '0025.npy', '0032.npy', '0063.npy', '1589.npy'])
+ self.test_scenes_loftr = ["0015.npy", "0022.npy"]
+ self.loftr_ignore = loftr_ignore
+ self.imc21_ignore = imc21_ignore
+
+ def build_scenes(self, split="train", min_overlap=0.0, scene_names = None, **kwargs):
+ if split == "train":
+ scene_names = set(self.all_scenes) - set(self.test_scenes)
+ elif split == "train_loftr":
+ scene_names = set(self.all_scenes) - set(self.test_scenes_loftr)
+ elif split == "test":
+ scene_names = self.test_scenes
+ elif split == "test_loftr":
+ scene_names = self.test_scenes_loftr
+ elif split == "custom":
+ scene_names = scene_names
+ else:
+ raise ValueError(f"Split {split} not available")
+ scenes = []
+ for scene_name in tqdm(scene_names):
+ if self.loftr_ignore and scene_name in self.loftr_ignore_scenes:
+ continue
+ if self.imc21_ignore and scene_name in self.imc21_scenes:
+ continue
+ if ".npy" not in scene_name:
+ continue
+ scene_info = np.load(
+ os.path.join(self.scene_info_root, scene_name), allow_pickle=True
+ ).item()
+ scene_info_detections = np.load(
+ os.path.join(self.scene_info_root, "detections", f"detections_{scene_name}"), allow_pickle=True
+ ).item()
+ scene_info_detections3D = np.load(
+ os.path.join(self.scene_info_root, "detections3D", f"detections3D_{scene_name}"), allow_pickle=True
+ )
+
+ scenes.append(
+ MegadepthScene(
+ self.data_root, scene_info, scene_info_detections = scene_info_detections, scene_info_detections3D = scene_info_detections3D, min_overlap=min_overlap,scene_name = scene_name, **kwargs
+ )
+ )
+ return scenes
+
+ def weight_scenes(self, concat_dataset, alpha=0.5):
+ ns = []
+ for d in concat_dataset.datasets:
+ ns.append(len(d))
+ ws = torch.cat([torch.ones(n) / n**alpha for n in ns])
+ return ws
diff --git a/third_party/DeDoDe/DeDoDe/decoder.py b/third_party/DeDoDe/DeDoDe/decoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e1b58fcc588e6ee12c591b5f446829a914bc611
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/decoder.py
@@ -0,0 +1,90 @@
+import torch
+import torch.nn as nn
+import torchvision.models as tvm
+
+
+class Decoder(nn.Module):
+ def __init__(self, layers, *args, super_resolution = False, num_prototypes = 1, **kwargs) -> None:
+ super().__init__(*args, **kwargs)
+ self.layers = layers
+ self.scales = self.layers.keys()
+ self.super_resolution = super_resolution
+ self.num_prototypes = num_prototypes
+ def forward(self, features, context = None, scale = None):
+ if context is not None:
+ features = torch.cat((features, context), dim = 1)
+ stuff = self.layers[scale](features)
+ logits, context = stuff[:,:self.num_prototypes], stuff[:,self.num_prototypes:]
+ return logits, context
+
+class ConvRefiner(nn.Module):
+ def __init__(
+ self,
+ in_dim=6,
+ hidden_dim=16,
+ out_dim=2,
+ dw=True,
+ kernel_size=5,
+ hidden_blocks=5,
+ amp = True,
+ residual = False,
+ amp_dtype = torch.float16,
+ ):
+ super().__init__()
+ self.block1 = self.create_block(
+ in_dim, hidden_dim, dw=False, kernel_size=1,
+ )
+ self.hidden_blocks = nn.Sequential(
+ *[
+ self.create_block(
+ hidden_dim,
+ hidden_dim,
+ dw=dw,
+ kernel_size=kernel_size,
+ )
+ for hb in range(hidden_blocks)
+ ]
+ )
+ self.hidden_blocks = self.hidden_blocks
+ self.out_conv = nn.Conv2d(hidden_dim, out_dim, 1, 1, 0)
+ self.amp = amp
+ self.amp_dtype = amp_dtype
+ self.residual = residual
+
+ def create_block(
+ self,
+ in_dim,
+ out_dim,
+ dw=True,
+ kernel_size=5,
+ bias = True,
+ norm_type = nn.BatchNorm2d,
+ ):
+ num_groups = 1 if not dw else in_dim
+ if dw:
+ assert (
+ out_dim % in_dim == 0
+ ), "outdim must be divisible by indim for depthwise"
+ conv1 = nn.Conv2d(
+ in_dim,
+ out_dim,
+ kernel_size=kernel_size,
+ stride=1,
+ padding=kernel_size // 2,
+ groups=num_groups,
+ bias=bias,
+ )
+ norm = norm_type(out_dim) if norm_type is nn.BatchNorm2d else norm_type(num_channels = out_dim)
+ relu = nn.ReLU(inplace=True)
+ conv2 = nn.Conv2d(out_dim, out_dim, 1, 1, 0)
+ return nn.Sequential(conv1, norm, relu, conv2)
+
+ def forward(self, feats):
+ b,c,hs,ws = feats.shape
+ with torch.autocast("cuda", enabled=self.amp, dtype = self.amp_dtype):
+ x0 = self.block1(feats)
+ x = self.hidden_blocks(x0)
+ if self.residual:
+ x = (x + x0)/1.4
+ x = self.out_conv(x)
+ return x
diff --git a/third_party/DeDoDe/DeDoDe/descriptors/__init__.py b/third_party/DeDoDe/DeDoDe/descriptors/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/third_party/DeDoDe/DeDoDe/descriptors/dedode_descriptor.py b/third_party/DeDoDe/DeDoDe/descriptors/dedode_descriptor.py
new file mode 100644
index 0000000000000000000000000000000000000000..6d949a1b8ed2a58140af49e8167eda4e4099d022
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/descriptors/dedode_descriptor.py
@@ -0,0 +1,49 @@
+import torch
+from PIL import Image
+import torch.nn as nn
+import torchvision.models as tvm
+import torch.nn.functional as F
+import numpy as np
+
+class DeDoDeDescriptor(nn.Module):
+ def __init__(self, encoder, decoder, *args, **kwargs) -> None:
+ super().__init__(*args, **kwargs)
+ self.encoder = encoder
+ self.decoder = decoder
+ import torchvision.transforms as transforms
+ self.normalizer = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
+
+ def forward(
+ self,
+ batch,
+ ):
+ if "im_A" in batch:
+ images = torch.cat((batch["im_A"], batch["im_B"]))
+ else:
+ images = batch["image"]
+ features, sizes = self.encoder(images)
+ descriptor = 0
+ context = None
+ scales = self.decoder.scales
+ for idx, (feature_map, scale) in enumerate(zip(reversed(features), scales)):
+ delta_descriptor, context = self.decoder(feature_map, scale = scale, context = context)
+ descriptor = descriptor + delta_descriptor
+ if idx < len(scales) - 1:
+ size = sizes[-(idx+2)]
+ descriptor = F.interpolate(descriptor, size = size, mode = "bilinear", align_corners = False)
+ context = F.interpolate(context, size = size, mode = "bilinear", align_corners = False)
+ return {"description_grid" : descriptor}
+
+ @torch.inference_mode()
+ def describe_keypoints(self, batch, keypoints):
+ self.train(False)
+ description_grid = self.forward(batch)["description_grid"]
+ described_keypoints = F.grid_sample(description_grid.float(), keypoints[:,None], mode = "bilinear", align_corners = False)[:,:,0].mT
+ return {"descriptions": described_keypoints}
+
+ def read_image(self, im_path, H = 560, W = 560):
+ return self.normalizer(torch.from_numpy(np.array(Image.open(im_path).resize((W,H)))/255.).permute(2,0,1)).cuda().float()[None]
+
+ def describe_keypoints_from_path(self, im_path, keypoints, H = 768, W = 768):
+ batch = {"image": self.read_image(im_path, H = H, W = W)}
+ return self.describe_keypoints(batch, keypoints)
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/descriptors/descriptor_loss.py b/third_party/DeDoDe/DeDoDe/descriptors/descriptor_loss.py
new file mode 100644
index 0000000000000000000000000000000000000000..494d39ca124941e7a9f870b427c9d1317c01dafc
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/descriptors/descriptor_loss.py
@@ -0,0 +1,75 @@
+import torch
+import torch.nn as nn
+import math
+import torch.nn.functional as F
+
+from DeDoDe.utils import *
+import DeDoDe
+
+class DescriptorLoss(nn.Module):
+
+ def __init__(self, detector, num_keypoints = 5000, normalize_descriptions = False, inv_temp = 1, device = "cuda") -> None:
+ super().__init__()
+ self.detector = detector
+ self.tracked_metrics = {}
+ self.num_keypoints = num_keypoints
+ self.normalize_descriptions = normalize_descriptions
+ self.inv_temp = inv_temp
+
+ def warp_from_depth(self, batch, kpts_A, kpts_B):
+ mask_A_to_B, kpts_A_to_B = warp_kpts(kpts_A,
+ batch["im_A_depth"],
+ batch["im_B_depth"],
+ batch["T_1to2"],
+ batch["K1"],
+ batch["K2"],)
+ mask_B_to_A, kpts_B_to_A = warp_kpts(kpts_B,
+ batch["im_B_depth"],
+ batch["im_A_depth"],
+ batch["T_1to2"].inverse(),
+ batch["K2"],
+ batch["K1"],)
+ return (mask_A_to_B, kpts_A_to_B), (mask_B_to_A, kpts_B_to_A)
+
+ def warp_from_homog(self, batch, kpts_A, kpts_B):
+ kpts_A_to_B = homog_transform(batch["Homog_A_to_B"], kpts_A)
+ kpts_B_to_A = homog_transform(batch["Homog_A_to_B"].inverse(), kpts_B)
+ return (None, kpts_A_to_B), (None, kpts_B_to_A)
+
+ def supervised_loss(self, outputs, batch):
+ kpts_A, kpts_B = self.detector.detect(batch, num_keypoints = self.num_keypoints)['keypoints'].clone().chunk(2)
+ desc_grid_A, desc_grid_B = outputs["description_grid"].chunk(2)
+ desc_A = F.grid_sample(desc_grid_A.float(), kpts_A[:,None], mode = "bilinear", align_corners = False)[:,:,0].mT
+ desc_B = F.grid_sample(desc_grid_B.float(), kpts_B[:,None], mode = "bilinear", align_corners = False)[:,:,0].mT
+ if "im_A_depth" in batch:
+ (mask_A_to_B, kpts_A_to_B), (mask_B_to_A, kpts_B_to_A) = self.warp_from_depth(batch, kpts_A, kpts_B)
+ elif "Homog_A_to_B" in batch:
+ (mask_A_to_B, kpts_A_to_B), (mask_B_to_A, kpts_B_to_A) = self.warp_from_homog(batch, kpts_A, kpts_B)
+
+ with torch.no_grad():
+ D_B = torch.cdist(kpts_A_to_B, kpts_B)
+ D_A = torch.cdist(kpts_A, kpts_B_to_A)
+ inds = torch.nonzero((D_B == D_B.min(dim=-1, keepdim = True).values)
+ * (D_A == D_A.min(dim=-2, keepdim = True).values)
+ * (D_B < 0.01)
+ * (D_A < 0.01))
+
+ logP_A_B = dual_log_softmax_matcher(desc_A, desc_B,
+ normalize = self.normalize_descriptions,
+ inv_temperature = self.inv_temp)
+ neg_log_likelihood = -logP_A_B[inds[:,0], inds[:,1], inds[:,2]].mean()
+ if False:
+ import matplotlib.pyplot as plt
+ inds0 = inds[inds[:,0] == 0]
+ mnn_A = kpts_A[0,inds0[:,1]].detach().cpu()
+ mnn_B = kpts_B[0,inds0[:,2]].detach().cpu()
+ plt.scatter(mnn_A[:,0], -mnn_A[:,1], s = 0.5)
+ plt.savefig("vis/mnn_A.jpg")
+ self.tracked_metrics["neg_log_likelihood"] = (0.99 * self.tracked_metrics.get("neg_log_likelihood", neg_log_likelihood.detach().item()) + 0.01 * neg_log_likelihood.detach().item())
+ if np.random.rand() > 0.99:
+ print(self.tracked_metrics["neg_log_likelihood"])
+ return neg_log_likelihood
+
+ def forward(self, outputs, batch):
+ losses = self.supervised_loss(outputs, batch)
+ return losses
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/detectors/__init__.py b/third_party/DeDoDe/DeDoDe/detectors/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/third_party/DeDoDe/DeDoDe/detectors/dedode_detector.py b/third_party/DeDoDe/DeDoDe/detectors/dedode_detector.py
new file mode 100644
index 0000000000000000000000000000000000000000..a482d6ddfb8d44de4d00e815b3002f523700390e
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/detectors/dedode_detector.py
@@ -0,0 +1,75 @@
+import torch
+from PIL import Image
+import torch.nn as nn
+import torchvision.models as tvm
+import torch.nn.functional as F
+import numpy as np
+
+from DeDoDe.utils import sample_keypoints, to_pixel_coords, to_normalized_coords
+
+
+
+class DeDoDeDetector(nn.Module):
+ def __init__(self, encoder, decoder, *args, **kwargs) -> None:
+ super().__init__(*args, **kwargs)
+ self.encoder = encoder
+ self.decoder = decoder
+ import torchvision.transforms as transforms
+ self.normalizer = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
+
+ def forward(
+ self,
+ batch,
+ ):
+ if "im_A" in batch:
+ images = torch.cat((batch["im_A"], batch["im_B"]))
+ else:
+ images = batch["image"]
+ features, sizes = self.encoder(images)
+ logits = 0
+ context = None
+ scales = ["8", "4", "2", "1"]
+ for idx, (feature_map, scale) in enumerate(zip(reversed(features), scales)):
+ delta_logits, context = self.decoder(feature_map, context = context, scale = scale)
+ logits = logits + delta_logits.float() # ensure float (need bf16 doesnt have f.interpolate)
+ if idx < len(scales) - 1:
+ size = sizes[-(idx+2)]
+ logits = F.interpolate(logits, size = size, mode = "bicubic", align_corners = False)
+ context = F.interpolate(context.float(), size = size, mode = "bilinear", align_corners = False)
+ return {"keypoint_logits" : logits.float()}
+
+ @torch.inference_mode()
+ def detect(self, batch, num_keypoints = 10_000):
+ self.train(False)
+ keypoint_logits = self.forward(batch)["keypoint_logits"]
+ B,K,H,W = keypoint_logits.shape
+ keypoint_p = keypoint_logits.reshape(B, K*H*W).softmax(dim=-1).reshape(B, K, H*W).sum(dim=1)
+ keypoints, confidence = sample_keypoints(keypoint_p.reshape(B,H,W),
+ use_nms = False, sample_topk = True, num_samples = num_keypoints,
+ return_scoremap=True, sharpen = False, upsample = False,
+ increase_coverage=True)
+ return {"keypoints": keypoints, "confidence": confidence}
+
+ @torch.inference_mode()
+ def detect_dense(self, batch):
+ self.train(False)
+ keypoint_logits = self.forward(batch)["keypoint_logits"]
+ return {"dense_keypoint_logits": keypoint_logits}
+
+ def read_image(self, im_path, H = 560, W = 560):
+ pil_im = Image.open(im_path).resize((W, H))
+ standard_im = np.array(pil_im)/255.
+ return self.normalizer(torch.from_numpy(standard_im).permute(2,0,1)).cuda().float()[None]
+
+ def detect_from_path(self, im_path, num_keypoints = 30_000, H = 768, W = 768, dense = False):
+ batch = {"image": self.read_image(im_path, H = H, W = W)}
+ if dense:
+ return self.detect_dense(batch)
+ else:
+ return self.detect(batch, num_keypoints = num_keypoints)
+
+ def to_pixel_coords(self, x, H, W):
+ return to_pixel_coords(x, H, W)
+
+ def to_normalized_coords(self, x, H, W):
+ return to_normalized_coords(x, H, W)
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/detectors/loss.py b/third_party/DeDoDe/DeDoDe/detectors/loss.py
new file mode 100644
index 0000000000000000000000000000000000000000..74d47058c82714729a05ea8a3b8433f352af2f4a
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/detectors/loss.py
@@ -0,0 +1,275 @@
+import torch
+import torch.nn as nn
+import math
+
+from DeDoDe.utils import *
+import DeDoDe
+
+class KeyPointLoss(nn.Module):
+
+ def __init__(self, smoothing_size = 1, use_max_logit = False, entropy_target = 80,
+ num_matches = 1024, jacobian_density_adjustment = False,
+ matchability_weight = 1, device = "cuda") -> None:
+ super().__init__()
+ X = torch.linspace(-1,1,smoothing_size, device = device)
+ G = (-X**2 / (2 *1/2**2)).exp()
+ G = G/G.sum()
+ self.use_max_logit = use_max_logit
+ self.entropy_target = entropy_target
+ self.smoothing_kernel = G[None, None, None,:]
+ self.smoothing_size = smoothing_size
+ self.tracked_metrics = {}
+ self.center = None
+ self.num_matches = num_matches
+ self.jacobian_density_adjustment = jacobian_density_adjustment
+ self.matchability_weight = matchability_weight
+
+ def compute_consistency(self, logits_A, logits_B_to_A, mask = None):
+
+ masked_logits_A = torch.full_like(logits_A, -torch.inf)
+ masked_logits_A[mask] = logits_A[mask]
+
+ masked_logits_B_to_A = torch.full_like(logits_B_to_A, -torch.inf)
+ masked_logits_B_to_A[mask] = logits_B_to_A[mask]
+
+ log_p_A = masked_logits_A.log_softmax(dim=-1)[mask]
+ log_p_B_to_A = masked_logits_B_to_A.log_softmax(dim=-1)[mask]
+
+ return self.compute_jensen_shannon_div(log_p_A, log_p_B_to_A)
+
+ def compute_joint_neg_log_likelihood(self, logits_A, logits_B_to_A, detections_A = None, detections_B_to_A = None, mask = None, device = "cuda", dtype = torch.float32, num_matches = None):
+ B, K, HW = logits_A.shape
+ logits_A, logits_B_to_A = logits_A.to(dtype), logits_B_to_A.to(dtype)
+ mask = mask[:,None].expand(B, K, HW).reshape(B, K*HW)
+ log_p_B_to_A = self.masked_log_softmax(logits_B_to_A.reshape(B,K*HW), mask = mask)
+ log_p_A = self.masked_log_softmax(logits_A.reshape(B,K*HW), mask = mask)
+ log_p = log_p_A + log_p_B_to_A
+ if detections_A is None:
+ detections_A = torch.zeros_like(log_p_A)
+ if detections_B_to_A is None:
+ detections_B_to_A = torch.zeros_like(log_p_B_to_A)
+ detections_A = detections_A.reshape(B, HW)
+ detections_A[~mask] = 0
+ detections_B_to_A = detections_B_to_A.reshape(B, HW)
+ detections_B_to_A[~mask] = 0
+ log_p_target = log_p.detach() + 50*detections_A + 50*detections_B_to_A
+ num_matches = self.num_matches if num_matches is None else num_matches
+ best_k = -(-log_p_target).flatten().kthvalue(k = B * num_matches, dim=-1).values
+ p_target = (log_p_target > best_k[..., None]).float().reshape(B,K*HW)/num_matches
+ return self.compute_cross_entropy(log_p_A[mask], p_target[mask]) + self.compute_cross_entropy(log_p_B_to_A[mask], p_target[mask])
+
+ def compute_jensen_shannon_div(self, log_p, log_q):
+ return 1/2 * (self.compute_kl_div(log_p, log_q) + self.compute_kl_div(log_q, log_p))
+
+ def compute_kl_div(self, log_p, log_q):
+ return (log_p.exp()*(log_p-log_q)).sum(dim=-1)
+
+ def masked_log_softmax(self, logits, mask):
+ masked_logits = torch.full_like(logits, -torch.inf)
+ masked_logits[mask] = logits[mask]
+ log_p = masked_logits.log_softmax(dim=-1)
+ return log_p
+
+ def masked_softmax(self, logits, mask):
+ masked_logits = torch.full_like(logits, -torch.inf)
+ masked_logits[mask] = logits[mask]
+ log_p = masked_logits.softmax(dim=-1)
+ return log_p
+
+ def compute_entropy(self, logits, mask = None):
+ p = self.masked_softmax(logits, mask)[mask]
+ log_p = self.masked_log_softmax(logits, mask)[mask]
+ return -(log_p * p).sum(dim=-1)
+
+ def compute_detection_img(self, detections, mask, B, H, W, device = "cuda"):
+ kernel_size = 5
+ X = torch.linspace(-2,2,kernel_size, device = device)
+ G = (-X**2 / (2 * (1/2)**2)).exp() # half pixel std
+ G = G/G.sum()
+ det_smoothing_kernel = G[None, None, None,:]
+ det_img = torch.zeros((B,1,H,W), device = device) # add small epsilon for later logstuff
+ for b in range(B):
+ valid_detections = (detections[b][mask[b]]).int()
+ det_img[b,0][valid_detections[:,1], valid_detections[:,0]] = 1
+ det_img = F.conv2d(det_img, weight = det_smoothing_kernel, padding = (kernel_size//2, 0))
+ det_img = F.conv2d(det_img, weight = det_smoothing_kernel.mT, padding = (0, kernel_size//2))
+ return det_img
+
+ def compute_cross_entropy(self, log_p_hat, p):
+ return -(log_p_hat * p).sum(dim=-1)
+
+ def compute_matchability(self, keypoint_p, has_depth, B, K, H, W, device = "cuda"):
+ smooth_keypoint_p = F.conv2d(keypoint_p.reshape(B,1,H,W), weight = self.smoothing_kernel, padding = (self.smoothing_size//2,0))
+ smooth_keypoint_p = F.conv2d(smooth_keypoint_p, weight = self.smoothing_kernel.mT, padding = (0,self.smoothing_size//2))
+ log_p_hat = (smooth_keypoint_p+1e-8).log().reshape(B,H*W).log_softmax(dim=-1)
+ smooth_has_depth = F.conv2d(has_depth.reshape(B,1,H,W), weight = self.smoothing_kernel, padding = (0,self.smoothing_size//2))
+ smooth_has_depth = F.conv2d(smooth_has_depth, weight = self.smoothing_kernel.mT, padding = (self.smoothing_size//2,0)).reshape(B,H*W)
+ p = smooth_has_depth/smooth_has_depth.sum(dim=-1,keepdim=True)
+ return self.compute_cross_entropy(log_p_hat, p) - self.compute_cross_entropy((p+1e-12).log(), p)
+
+ def tracks_to_detections(self, tracks3D, pose, intrinsics, H, W):
+ tracks3D = tracks3D.double()
+ intrinsics = intrinsics.double()
+ bearing_vectors = pose[:,:3,:3] @ tracks3D.mT + pose[:,:3,3:]
+ hom_pixel_coords = (intrinsics @ bearing_vectors).mT
+ pixel_coords = hom_pixel_coords[...,:2] / (hom_pixel_coords[...,2:]+1e-12)
+ legit_detections = (pixel_coords > 0).prod(dim = -1) * (pixel_coords[...,0] < W - 1) * (pixel_coords[...,1] < H - 1) * (tracks3D != 0).prod(dim=-1)
+ return pixel_coords.float(), legit_detections.bool()
+
+ def self_supervised_loss(self, outputs, batch):
+ keypoint_logits_A, keypoint_logits_B = outputs["keypoint_logits"].chunk(2)
+ B, K, H, W = keypoint_logits_A.shape
+ keypoint_logits_A = keypoint_logits_A.reshape(B, K, H*W)
+ keypoint_logits_B = keypoint_logits_B.reshape(B, K, H*W)
+ keypoint_logits = torch.cat((keypoint_logits_A, keypoint_logits_B))
+
+ warp_A_to_B, mask_A_to_B = get_homog_warp(
+ batch["Homog_A_to_B"], H, W
+ )
+ warp_B_to_A, mask_B_to_A = get_homog_warp(
+ torch.linalg.inv(batch["Homog_A_to_B"]), H, W
+ )
+ B = 2*B
+
+ warp = torch.cat((warp_A_to_B, warp_B_to_A)).reshape(B, H*W, 4)
+ mask = torch.cat((mask_A_to_B, mask_B_to_A)).reshape(B,H*W)
+
+ keypoint_logits_backwarped = F.grid_sample(torch.cat((keypoint_logits_B, keypoint_logits_A)).reshape(B,K,H,W),
+ warp[...,-2:].reshape(B,H,W,2).float(), align_corners = False, mode = "bicubic")
+
+ keypoint_logits_backwarped = keypoint_logits_backwarped.reshape(B,K,H*W)
+ joint_log_likelihood_loss = self.compute_joint_neg_log_likelihood(keypoint_logits, keypoint_logits_backwarped,
+ mask = mask.bool(), num_matches = 5_000).mean()
+ return joint_log_likelihood_loss
+
+ def supervised_loss(self, outputs, batch):
+ keypoint_logits_A, keypoint_logits_B = outputs["keypoint_logits"].chunk(2)
+ B, K, H, W = keypoint_logits_A.shape
+
+ detections_A, detections_B = batch["detections_A"], batch["detections_B"]
+
+ tracks3D_A, tracks3D_B = batch["tracks3D_A"], batch["tracks3D_B"]
+ gt_warp_A_to_B, valid_mask_A_to_B = get_gt_warp(
+ batch["im_A_depth"],
+ batch["im_B_depth"],
+ batch["T_1to2"],
+ batch["K1"],
+ batch["K2"],
+ H=H,
+ W=W,
+ )
+ gt_warp_B_to_A, valid_mask_B_to_A = get_gt_warp(
+ batch["im_B_depth"],
+ batch["im_A_depth"],
+ batch["T_1to2"].inverse(),
+ batch["K2"],
+ batch["K1"],
+ H=H,
+ W=W,
+ )
+ keypoint_logits_A = keypoint_logits_A.reshape(B, K, H*W)
+ keypoint_logits_B = keypoint_logits_B.reshape(B, K, H*W)
+ keypoint_logits = torch.cat((keypoint_logits_A, keypoint_logits_B))
+
+ B = 2*B
+ gt_warp = torch.cat((gt_warp_A_to_B, gt_warp_B_to_A))
+ valid_mask = torch.cat((valid_mask_A_to_B, valid_mask_B_to_A))
+ valid_mask = valid_mask.reshape(B,H*W)
+ binary_mask = valid_mask == 1
+ if self.jacobian_density_adjustment:
+ j_logdet = jacobi_determinant(gt_warp.reshape(B,H,W,4), valid_mask.reshape(B,H,W).float())[:,None]
+ else:
+ j_logdet = 0
+ tracks3D = torch.cat((tracks3D_A, tracks3D_B))
+
+ #detections, legit_detections = self.tracks_to_detections(tracks3D, torch.cat((batch["pose_A"],batch["pose_B"])), torch.cat((batch["K1"],batch["K2"])), H, W)
+ #detections_backwarped, legit_backwarped_detections = self.tracks_to_detections(torch.cat((tracks3D_B, tracks3D_A)), torch.cat((batch["pose_A"],batch["pose_B"])), torch.cat((batch["K1"],batch["K2"])), H, W)
+ detections = torch.cat((detections_A, detections_B))
+ legit_detections = ((detections > 0).prod(dim = -1) * (detections[...,0] < W) * (detections[...,1] < H)).bool()
+ det_imgs_A, det_imgs_B = self.compute_detection_img(detections, legit_detections, B, H, W).chunk(2)
+ det_imgs = torch.cat((det_imgs_A, det_imgs_B))
+ #det_imgs_backwarped = self.compute_detection_img(detections_backwarped, legit_backwarped_detections, B, H, W)
+ det_imgs_backwarped = F.grid_sample(torch.cat((det_imgs_B, det_imgs_A)).reshape(B,1,H,W),
+ gt_warp[...,-2:].reshape(B,H,W,2).float(), align_corners = False, mode = "bicubic")
+
+ keypoint_logits_backwarped = F.grid_sample(torch.cat((keypoint_logits_B, keypoint_logits_A)).reshape(B,K,H,W),
+ gt_warp[...,-2:].reshape(B,H,W,2).float(), align_corners = False, mode = "bicubic")
+
+ # Note: Below step should be taken, but seems difficult to get it to work well.
+ #keypoint_logits_B_to_A = keypoint_logits_B_to_A + j_logdet_A_to_B # adjust for the viewpoint by log jacobian of warp
+ keypoint_logits_backwarped = (keypoint_logits_backwarped + j_logdet).reshape(B,K,H*W)
+
+
+ depth = F.interpolate(torch.cat((batch["im_A_depth"][:,None],batch["im_B_depth"][:,None]),dim=0), size = (H,W), mode = "bilinear", align_corners=False)
+ has_depth = (depth > 0).float().reshape(B,H*W)
+
+ joint_log_likelihood_loss = self.compute_joint_neg_log_likelihood(keypoint_logits, keypoint_logits_backwarped,
+ mask = binary_mask, detections_A = det_imgs,
+ detections_B_to_A = det_imgs_backwarped).mean()
+ keypoint_p = keypoint_logits.reshape(B, K*H*W).softmax(dim=-1).reshape(B, K, H*W).sum(dim=1)
+ matchability_loss = self.compute_matchability(keypoint_p, has_depth, B, K, H, W).mean()
+
+ #peakiness_loss = self.compute_negative_peakiness(keypoint_logits.reshape(B,H,W), mask = binary_mask)
+ #mnn_loss = self.compute_mnn_loss(keypoint_logits_A, keypoint_logits_B, gt_warp_A_to_B, valid_mask_A_to_B, B, H, W)
+ B = B//2
+ import matplotlib.pyplot as plt
+ kpts_A = sample_keypoints(keypoint_p[:B].reshape(B,H,W),
+ use_nms = False, sample_topk = True, num_samples = 4*2048)
+ kpts_B = sample_keypoints(keypoint_p[B:].reshape(B,H,W),
+ use_nms = False, sample_topk = True, num_samples = 4*2048)
+ kpts_A_to_B = F.grid_sample(gt_warp_A_to_B[...,2:].float().permute(0,3,1,2), kpts_A[...,None,:],
+ align_corners=False, mode = 'bilinear')[...,0].mT
+ legit_A_to_B = F.grid_sample(valid_mask_A_to_B.reshape(B,1,H,W), kpts_A[...,None,:],
+ align_corners=False, mode = 'bilinear')[...,0,:,0]
+ percent_inliers = (torch.cdist(kpts_A_to_B, kpts_B).min(dim=-1).values[legit_A_to_B > 0] < 0.01).float().mean()
+ self.tracked_metrics["mega_percent_inliers"] = (0.9 * self.tracked_metrics.get("mega_percent_inliers", percent_inliers) + 0.1 * percent_inliers)
+
+ if torch.rand(1) > 0.995:
+ keypoint_logits_A_to_B = keypoint_logits_backwarped[:B]
+ import matplotlib.pyplot as plt
+ import os
+ os.makedirs("vis",exist_ok = True)
+ for b in range(0, B, 2):
+ #import cv2
+ plt.scatter(kpts_A_to_B[b,:,0].cpu(),-kpts_A_to_B[b,:,1].cpu(), s = 1)
+ plt.scatter(kpts_B[b,:,0].cpu(),-kpts_B[b,:,1].cpu(), s = 1)
+ plt.xlim(-1,1)
+ plt.ylim(-1,1)
+ plt.savefig(f"vis/keypoints_A_to_B_vs_B_{b}.png")
+ plt.close()
+ tensor_to_pil(keypoint_logits_A[b].reshape(1,H,W).expand(3,H,W).detach().cpu(),
+ autoscale = True).save(f"vis/logits_A_{b}.png")
+ tensor_to_pil(keypoint_logits_B[b].reshape(1,H,W).expand(3,H,W).detach().cpu(),
+ autoscale = True).save(f"vis/logits_B_{b}.png")
+ tensor_to_pil(keypoint_logits_A_to_B[b].reshape(1,H,W).expand(3,H,W).detach().cpu(),
+ autoscale = True).save(f"vis/logits_A_to_B{b}.png")
+ tensor_to_pil(keypoint_logits_A[b].softmax(dim=-1).reshape(1,H,W).expand(3,H,W).detach().cpu(),
+ autoscale = True).save(f"vis/keypoint_p_A_{b}.png")
+ tensor_to_pil(keypoint_logits_B[b].softmax(dim=-1).reshape(1,H,W).expand(3,H,W).detach().cpu(),
+ autoscale = True).save(f"vis/keypoint_p_B_{b}.png")
+ tensor_to_pil(has_depth[b].reshape(1,H,W).expand(3,H,W).detach().cpu(), autoscale=True).save(f"vis/has_depth_A_{b}.png")
+ tensor_to_pil(valid_mask_A_to_B[b].reshape(1,H,W).expand(3,H,W).detach().cpu(), autoscale=True).save(f"vis/valid_mask_A_to_B_{b}.png")
+ tensor_to_pil(batch['im_A'][b], unnormalize=True).save(
+ f"vis/im_A_{b}.jpg")
+ tensor_to_pil(batch['im_B'][b], unnormalize=True).save(
+ f"vis/im_B_{b}.jpg")
+ plt.close()
+ tot_loss = joint_log_likelihood_loss + self.matchability_weight * matchability_loss#
+ #tot_loss = tot_loss + (-2*consistency_loss).detach().exp()*compression_loss
+ if torch.rand(1) > 1:
+ print(f"Precent Inlier: {self.tracked_metrics.get('mega_percent_inliers', 0)}")
+ print(f"{joint_log_likelihood_loss=} {matchability_loss=}")
+ print(f"Total Loss: {tot_loss.item()}")
+ return tot_loss
+
+ def forward(self, outputs, batch):
+
+ if not isinstance(outputs, list):
+ outputs = [outputs]
+ losses = 0
+ for output in outputs:
+ if "Homog_A_to_B" in batch:
+ losses = losses + self.self_supervised_loss(output, batch)
+ else:
+ losses = losses + self.supervised_loss(output, batch)
+ return losses
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/encoder.py b/third_party/DeDoDe/DeDoDe/encoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..faf56c4b6629ce7147b46272ae1f4715e4d10740
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/encoder.py
@@ -0,0 +1,47 @@
+import torch
+import torch.nn as nn
+import torchvision.models as tvm
+
+
+class VGG19(nn.Module):
+ def __init__(self, pretrained=False, amp = False, amp_dtype = torch.float16) -> None:
+ super().__init__()
+ self.layers = nn.ModuleList(tvm.vgg19_bn(pretrained=pretrained).features[:40])
+ # Maxpool layers: 6, 13, 26, 39
+ self.amp = amp
+ self.amp_dtype = amp_dtype
+
+ def forward(self, x, **kwargs):
+ with torch.autocast("cuda", enabled=self.amp, dtype = self.amp_dtype):
+ feats = []
+ sizes = []
+ for layer in self.layers:
+ if isinstance(layer, nn.MaxPool2d):
+ feats.append(x)
+ sizes.append(x.shape[-2:])
+ x = layer(x)
+ return feats, sizes
+
+class VGG(nn.Module):
+ def __init__(self, size = "19", pretrained=False, amp = False, amp_dtype = torch.float16) -> None:
+ super().__init__()
+ if size == "11":
+ self.layers = nn.ModuleList(tvm.vgg11_bn(pretrained=pretrained).features[:22])
+ elif size == "13":
+ self.layers = nn.ModuleList(tvm.vgg13_bn(pretrained=pretrained).features[:28])
+ elif size == "19":
+ self.layers = nn.ModuleList(tvm.vgg19_bn(pretrained=pretrained).features[:40])
+ # Maxpool layers: 6, 13, 26, 39
+ self.amp = amp
+ self.amp_dtype = amp_dtype
+
+ def forward(self, x, **kwargs):
+ with torch.autocast("cuda", enabled=self.amp, dtype = self.amp_dtype):
+ feats = []
+ sizes = []
+ for layer in self.layers:
+ if isinstance(layer, nn.MaxPool2d):
+ feats.append(x)
+ sizes.append(x.shape[-2:])
+ x = layer(x)
+ return feats, sizes
diff --git a/third_party/DeDoDe/DeDoDe/matchers/__init__.py b/third_party/DeDoDe/DeDoDe/matchers/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/third_party/DeDoDe/DeDoDe/matchers/dual_softmax_matcher.py b/third_party/DeDoDe/DeDoDe/matchers/dual_softmax_matcher.py
new file mode 100644
index 0000000000000000000000000000000000000000..5cc76cad77ee403d7d5ab729c786982a47fbe6e9
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/matchers/dual_softmax_matcher.py
@@ -0,0 +1,38 @@
+import torch
+from PIL import Image
+import torch.nn as nn
+import torchvision.models as tvm
+import torch.nn.functional as F
+import numpy as np
+from DeDoDe.utils import dual_softmax_matcher, to_pixel_coords, to_normalized_coords
+
+class DualSoftMaxMatcher(nn.Module):
+ @torch.inference_mode()
+ def match(self, keypoints_A, descriptions_A,
+ keypoints_B, descriptions_B, P_A = None, P_B = None,
+ normalize = False, inv_temp = 1, threshold = 0.0):
+ if isinstance(descriptions_A, list):
+ matches = [self.match(k_A[None], d_A[None], k_B[None], d_B[None], normalize = normalize,
+ inv_temp = inv_temp, threshold = threshold)
+ for k_A,d_A,k_B,d_B in
+ zip(keypoints_A, descriptions_A, keypoints_B, descriptions_B)]
+ matches_A = torch.cat([m[0] for m in matches])
+ matches_B = torch.cat([m[1] for m in matches])
+ inds = torch.cat([m[2] + b for b, m in enumerate(matches)])
+ return matches_A, matches_B, inds
+
+ P = dual_softmax_matcher(descriptions_A, descriptions_B,
+ normalize = normalize, inv_temperature=inv_temp,
+ )
+ inds = torch.nonzero((P == P.max(dim=-1, keepdim = True).values)
+ * (P == P.max(dim=-2, keepdim = True).values) * (P > threshold))
+ batch_inds = inds[:,0]
+ matches_A = keypoints_A[batch_inds, inds[:,1]]
+ matches_B = keypoints_B[batch_inds, inds[:,2]]
+ return matches_A, matches_B, batch_inds
+
+ def to_pixel_coords(self, x_A, x_B, H_A, W_A, H_B, W_B):
+ return to_pixel_coords(x_A, H_A, W_A), to_pixel_coords(x_B, H_B, W_B)
+
+ def to_normalized_coords(self, x_A, x_B, H_A, W_A, H_B, W_B):
+ return to_normalized_coords(x_A, H_A, W_A), to_normalized_coords(x_B, H_B, W_B)
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/model_zoo/__init__.py b/third_party/DeDoDe/DeDoDe/model_zoo/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..b500da585ffd0216e2e434a2179f3045f485dbfb
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/model_zoo/__init__.py
@@ -0,0 +1,3 @@
+from .dedode_models import dedode_detector_B, dedode_detector_L, dedode_descriptor_B
+
+
\ No newline at end of file
diff --git a/third_party/DeDoDe/DeDoDe/model_zoo/dedode_models.py b/third_party/DeDoDe/DeDoDe/model_zoo/dedode_models.py
new file mode 100644
index 0000000000000000000000000000000000000000..f43dd22f0d59dabd18eef4beae4a3637dcd8912b
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/model_zoo/dedode_models.py
@@ -0,0 +1,177 @@
+import torch
+import torch.nn as nn
+
+from DeDoDe.detectors.dedode_detector import DeDoDeDetector
+from DeDoDe.descriptors.dedode_descriptor import DeDoDeDescriptor
+from DeDoDe.decoder import ConvRefiner, Decoder
+from DeDoDe.encoder import VGG19, VGG
+
+
+
+def dedode_detector_B(device = "cuda", weights = None):
+ residual = True
+ hidden_blocks = 5
+ amp_dtype = torch.float16
+ amp = True
+ NUM_PROTOTYPES = 1
+ conv_refiner = nn.ModuleDict(
+ {
+ "8": ConvRefiner(
+ 512,
+ 512,
+ 256 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+ ),
+ "4": ConvRefiner(
+ 256+256,
+ 256,
+ 128 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+
+ ),
+ "2": ConvRefiner(
+ 128+128,
+ 64,
+ 32 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+
+ ),
+ "1": ConvRefiner(
+ 64 + 32,
+ 32,
+ 1 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+ ),
+ }
+ )
+ encoder = VGG19(pretrained = False, amp = amp, amp_dtype = amp_dtype)
+ decoder = Decoder(conv_refiner)
+ model = DeDoDeDetector(encoder = encoder, decoder = decoder).to(device)
+ if weights is not None:
+ model.load_state_dict(weights)
+ return model
+
+
+def dedode_detector_L(device = "cuda", weights = None):
+ NUM_PROTOTYPES = 1
+ residual = True
+ hidden_blocks = 8
+ amp_dtype = torch.float16#torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float16
+ amp = True
+ conv_refiner = nn.ModuleDict(
+ {
+ "8": ConvRefiner(
+ 512,
+ 512,
+ 256 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+ ),
+ "4": ConvRefiner(
+ 256+256,
+ 256,
+ 128 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+
+ ),
+ "2": ConvRefiner(
+ 128+128,
+ 128,
+ 64 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+
+ ),
+ "1": ConvRefiner(
+ 64 + 64,
+ 64,
+ 1 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+ ),
+ }
+ )
+ encoder = VGG19(pretrained = False, amp = amp, amp_dtype = amp_dtype)
+ decoder = Decoder(conv_refiner)
+ model = DeDoDeDetector(encoder = encoder, decoder = decoder).to(device)
+ if weights is not None:
+ model.load_state_dict(weights)
+ return model
+
+
+
+def dedode_descriptor_B(device = "cuda", weights = None):
+ NUM_PROTOTYPES = 256 # == descriptor size
+ residual = True
+ hidden_blocks = 5
+ amp_dtype = torch.float16#torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float16
+ amp = True
+ conv_refiner = nn.ModuleDict(
+ {
+ "8": ConvRefiner(
+ 512,
+ 512,
+ 256 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+ ),
+ "4": ConvRefiner(
+ 256+256,
+ 256,
+ 128 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+
+ ),
+ "2": ConvRefiner(
+ 128+128,
+ 64,
+ 32 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+
+ ),
+ "1": ConvRefiner(
+ 64 + 32,
+ 32,
+ 1 + NUM_PROTOTYPES,
+ hidden_blocks = hidden_blocks,
+ residual = residual,
+ amp = amp,
+ amp_dtype = amp_dtype,
+ ),
+ }
+ )
+ encoder = VGG(size = "19", pretrained = False, amp = amp, amp_dtype = amp_dtype)
+ decoder = Decoder(conv_refiner, num_prototypes=NUM_PROTOTYPES)
+ model = DeDoDeDescriptor(encoder = encoder, decoder = decoder).to(device)
+ if weights is not None:
+ model.load_state_dict(weights)
+ return model
diff --git a/third_party/DeDoDe/DeDoDe/train.py b/third_party/DeDoDe/DeDoDe/train.py
new file mode 100644
index 0000000000000000000000000000000000000000..348f268d6f7752bdf2ad45ba1851ec13a57825a0
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/train.py
@@ -0,0 +1,76 @@
+import torch
+from tqdm import tqdm
+from DeDoDe.utils import to_cuda
+
+
+def train_step(train_batch, model, objective, optimizer, grad_scaler = None,**kwargs):
+ optimizer.zero_grad()
+ out = model(train_batch)
+ l = objective(out, train_batch)
+ if grad_scaler is not None:
+ grad_scaler.scale(l).backward()
+ grad_scaler.unscale_(optimizer)
+ torch.nn.utils.clip_grad_norm_(model.parameters(), 0.01)
+ grad_scaler.step(optimizer)
+ grad_scaler.update()
+ else:
+ l.backward()
+ optimizer.step()
+ return {"train_out": out, "train_loss": l.item()}
+
+
+def train_k_steps(
+ n_0, k, dataloader, model, objective, optimizer, lr_scheduler, grad_scaler = None, progress_bar=True
+):
+ for n in tqdm(range(n_0, n_0 + k), disable=not progress_bar, mininterval = 10.):
+ batch = next(dataloader)
+ model.train(True)
+ batch = to_cuda(batch)
+ train_step(
+ train_batch=batch,
+ model=model,
+ objective=objective,
+ optimizer=optimizer,
+ lr_scheduler=lr_scheduler,
+ n=n,
+ grad_scaler = grad_scaler,
+ )
+ lr_scheduler.step()
+
+
+def train_epoch(
+ dataloader=None,
+ model=None,
+ objective=None,
+ optimizer=None,
+ lr_scheduler=None,
+ epoch=None,
+):
+ model.train(True)
+ print(f"At epoch {epoch}")
+ for batch in tqdm(dataloader, mininterval=5.0):
+ batch = to_cuda(batch)
+ train_step(
+ train_batch=batch, model=model, objective=objective, optimizer=optimizer
+ )
+ lr_scheduler.step()
+ return {
+ "model": model,
+ "optimizer": optimizer,
+ "lr_scheduler": lr_scheduler,
+ "epoch": epoch,
+ }
+
+
+def train_k_epochs(
+ start_epoch, end_epoch, dataloader, model, objective, optimizer, lr_scheduler
+):
+ for epoch in range(start_epoch, end_epoch + 1):
+ train_epoch(
+ dataloader=dataloader,
+ model=model,
+ objective=objective,
+ optimizer=optimizer,
+ lr_scheduler=lr_scheduler,
+ epoch=epoch,
+ )
diff --git a/third_party/DeDoDe/DeDoDe/utils.py b/third_party/DeDoDe/DeDoDe/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..183c35f5606301720adffa2b7b25e7996404e1a1
--- /dev/null
+++ b/third_party/DeDoDe/DeDoDe/utils.py
@@ -0,0 +1,759 @@
+import warnings
+import numpy as np
+import math
+import cv2
+import torch
+from torchvision import transforms
+from torchvision.transforms.functional import InterpolationMode
+import torch.nn.functional as F
+from PIL import Image
+from einops import rearrange
+import torch
+from time import perf_counter
+
+def recover_pose(E, kpts0, kpts1, K0, K1, mask):
+ best_num_inliers = 0
+ K0inv = np.linalg.inv(K0[:2,:2])
+ K1inv = np.linalg.inv(K1[:2,:2])
+
+ kpts0_n = (K0inv @ (kpts0-K0[None,:2,2]).T).T
+ kpts1_n = (K1inv @ (kpts1-K1[None,:2,2]).T).T
+
+ for _E in np.split(E, len(E) / 3):
+ n, R, t, _ = cv2.recoverPose(_E, kpts0_n, kpts1_n, np.eye(3), 1e9, mask=mask)
+ if n > best_num_inliers:
+ best_num_inliers = n
+ ret = (R, t, mask.ravel() > 0)
+ return ret
+
+
+
+# Code taken from https://github.com/PruneTruong/DenseMatching/blob/40c29a6b5c35e86b9509e65ab0cd12553d998e5f/validation/utils_pose_estimation.py
+# --- GEOMETRY ---
+def estimate_pose(kpts0, kpts1, K0, K1, norm_thresh, conf=0.99999):
+ if len(kpts0) < 5:
+ return None
+ K0inv = np.linalg.inv(K0[:2,:2])
+ K1inv = np.linalg.inv(K1[:2,:2])
+
+ kpts0 = (K0inv @ (kpts0-K0[None,:2,2]).T).T
+ kpts1 = (K1inv @ (kpts1-K1[None,:2,2]).T).T
+ E, mask = cv2.findEssentialMat(
+ kpts0, kpts1, np.eye(3), threshold=norm_thresh, prob=conf
+ )
+
+ ret = None
+ if E is not None:
+ best_num_inliers = 0
+
+ for _E in np.split(E, len(E) / 3):
+ n, R, t, _ = cv2.recoverPose(_E, kpts0, kpts1, np.eye(3), 1e9, mask=mask)
+ if n > best_num_inliers:
+ best_num_inliers = n
+ ret = (R, t, mask.ravel() > 0)
+ return ret
+
+
+def get_grid(B,H,W, device = "cuda"):
+ x1_n = torch.meshgrid(
+ *[
+ torch.linspace(
+ -1 + 1 / n, 1 - 1 / n, n, device=device
+ )
+ for n in (B, H, W)
+ ]
+ )
+ x1_n = torch.stack((x1_n[2], x1_n[1]), dim=-1).reshape(B, H * W, 2)
+ return x1_n
+
+@torch.no_grad()
+def finite_diff_hessian(f: tuple(["B", "H", "W"]), device = "cuda"):
+ dxx = torch.tensor([[0,0,0],[1,-2,1],[0,0,0]], device = device)[None,None]/2
+ dxy = torch.tensor([[1,0,-1],[0,0,0],[-1,0,1]], device = device)[None,None]/4
+ dyy = dxx.mT
+ Hxx = F.conv2d(f[:,None], dxx, padding = 1)[:,0]
+ Hxy = F.conv2d(f[:,None], dxy, padding = 1)[:,0]
+ Hyy = F.conv2d(f[:,None], dyy, padding = 1)[:,0]
+ H = torch.stack((Hxx, Hxy, Hxy, Hyy), dim = -1).reshape(*f.shape,2,2)
+ return H
+
+def finite_diff_grad(f: tuple(["B", "H", "W"]), device = "cuda"):
+ dx = torch.tensor([[0,0,0],[-1,0,1],[0,0,0]],device = device)[None,None]/2
+ dy = dx.mT
+ gx = F.conv2d(f[:,None], dx, padding = 1)
+ gy = F.conv2d(f[:,None], dy, padding = 1)
+ g = torch.cat((gx, gy), dim = 1)
+ return g
+
+def fast_inv_2x2(matrix: tuple[...,2,2], eps = 1e-10):
+ return 1/(torch.linalg.det(matrix)[...,None,None]+eps) * torch.stack((matrix[...,1,1],-matrix[...,0,1],
+ -matrix[...,1,0],matrix[...,0,0]),dim=-1).reshape(*matrix.shape)
+
+def newton_step(f:tuple["B","H","W"], inds, device = "cuda"):
+ B,H,W = f.shape
+ Hess = finite_diff_hessian(f).reshape(B,H*W,2,2)
+ Hess = torch.gather(Hess, dim = 1, index = inds[...,None].expand(B,-1,2,2))
+ grad = finite_diff_grad(f).reshape(B,H*W,2)
+ grad = torch.gather(grad, dim = 1, index = inds)
+ Hessinv = fast_inv_2x2(Hess-torch.eye(2, device = device)[None,None])
+ step = (Hessinv @ grad[...,None])
+ return step[...,0]
+
+@torch.no_grad()
+def sample_keypoints(scoremap, num_samples = 8192, device = "cuda", use_nms = True,
+ sample_topk = False, return_scoremap = False, sharpen = False, upsample = False,
+ increase_coverage = False,):
+ #scoremap = scoremap**2
+ log_scoremap = (scoremap+1e-10).log()
+ if upsample:
+ log_scoremap = F.interpolate(log_scoremap[:,None], scale_factor = 3, mode = "bicubic", align_corners = False)[:,0]#.clamp(min = 0)
+ scoremap = log_scoremap.exp()
+ B,H,W = scoremap.shape
+ if increase_coverage:
+ weights = (-torch.linspace(-2, 2, steps = 51, device = device)**2).exp()[None,None]
+ # 10000 is just some number for maybe numerical stability, who knows. :), result is invariant anyway
+ local_density_x = F.conv2d((scoremap[:,None]+1e-6)*10000,weights[...,None,:], padding = (0,51//2))
+ local_density = F.conv2d(local_density_x, weights[...,None], padding = (51//2,0))[:,0]
+ scoremap = scoremap * (local_density+1e-8)**(-1/2)
+ grid = get_grid(B,H,W, device=device).reshape(B,H*W,2)
+ if sharpen:
+ laplace_operator = torch.tensor([[[[0,1,0],[1,-4,1],[0,1,0]]]], device = device)/4
+ scoremap = scoremap[:,None] - 0.5 * F.conv2d(scoremap[:,None], weight = laplace_operator, padding = 1)
+ scoremap = scoremap[:,0].clamp(min = 0)
+ if use_nms:
+ scoremap = scoremap * (scoremap == F.max_pool2d(scoremap, (3, 3), stride = 1, padding = 1))
+ if sample_topk:
+ inds = torch.topk(scoremap.reshape(B,H*W), k = num_samples).indices
+ else:
+ inds = torch.multinomial(scoremap.reshape(B,H*W), num_samples = num_samples, replacement=False)
+ kps = torch.gather(grid, dim = 1, index = inds[...,None].expand(B,num_samples,2))
+ if return_scoremap:
+ return kps, torch.gather(scoremap.reshape(B,H*W), dim = 1, index = inds)
+ return kps
+
+@torch.no_grad()
+def jacobi_determinant(warp, certainty, R = 3, device = "cuda", dtype = torch.float32):
+ t = perf_counter()
+ *dims, _ = warp.shape
+ warp = warp.to(dtype)
+ certainty = certainty.to(dtype)
+
+ dtype = warp.dtype
+ match_regions = torch.zeros((*dims, 4, R, R), device = device).to(dtype)
+ match_regions[:,1:-1, 1:-1] = warp.unfold(1,R,1).unfold(2,R,1)
+ match_regions = rearrange(match_regions,"B H W D R1 R2 -> B H W (R1 R2) D") - warp[...,None,:]
+
+ match_regions_cert = torch.zeros((*dims, R, R), device = device).to(dtype)
+ match_regions_cert[:,1:-1, 1:-1] = certainty.unfold(1,R,1).unfold(2,R,1)
+ match_regions_cert = rearrange(match_regions_cert,"B H W R1 R2 -> B H W (R1 R2)")[..., None]
+
+ #print("Time for unfold", perf_counter()-t)
+ #t = perf_counter()
+ *dims, N, D = match_regions.shape
+ # standardize:
+ mu, sigma = match_regions.mean(dim=(-2,-1), keepdim = True), match_regions.std(dim=(-2,-1),keepdim=True)
+ match_regions = (match_regions-mu)/(sigma+1e-6)
+ x_a, x_b = match_regions.chunk(2,-1)
+
+
+ A = torch.zeros((*dims,2*x_a.shape[-2],4), device = device).to(dtype)
+ A[...,::2,:2] = x_a * match_regions_cert
+ A[...,1::2,2:] = x_a * match_regions_cert
+
+ a_block = A[...,::2,:2]
+ ata = a_block.mT @ a_block
+ #print("Time for ata", perf_counter()-t)
+ #t = perf_counter()
+
+ #atainv = torch.linalg.inv(ata+1e-5*torch.eye(2,device=device).to(dtype))
+ atainv = fast_inv_2x2(ata)
+ ATA_inv = torch.zeros((*dims, 4, 4), device = device, dtype = dtype)
+ ATA_inv[...,:2,:2] = atainv
+ ATA_inv[...,2:,2:] = atainv
+ atb = A.mT @ (match_regions_cert*x_b).reshape(*dims,N*2,1)
+ theta = ATA_inv @ atb
+ #print("Time for theta", perf_counter()-t)
+ #t = perf_counter()
+
+ J = theta.reshape(*dims, 2, 2)
+ abs_J_det = torch.linalg.det(J+1e-8*torch.eye(2,2,device = device).expand(*dims,2,2)).abs() # Note: This should always be positive for correct warps, but still taking abs here
+ abs_J_logdet = (abs_J_det+1e-12).log()
+ B = certainty.shape[0]
+ # Handle outliers
+ robust_abs_J_logdet = abs_J_logdet.clamp(-3, 3) # Shouldn't be more that exp(3) \approx 8 times zoom
+ #print("Time for logdet", perf_counter()-t)
+ #t = perf_counter()
+
+ return robust_abs_J_logdet
+
+def get_gt_warp(depth1, depth2, T_1to2, K1, K2, depth_interpolation_mode = 'bilinear', relative_depth_error_threshold = 0.05, H = None, W = None):
+
+ if H is None:
+ B,H,W = depth1.shape
+ else:
+ B = depth1.shape[0]
+ with torch.no_grad():
+ x1_n = torch.meshgrid(
+ *[
+ torch.linspace(
+ -1 + 1 / n, 1 - 1 / n, n, device=depth1.device
+ )
+ for n in (B, H, W)
+ ]
+ )
+ x1_n = torch.stack((x1_n[2], x1_n[1]), dim=-1).reshape(B, H * W, 2)
+ mask, x2 = warp_kpts(
+ x1_n.double(),
+ depth1.double(),
+ depth2.double(),
+ T_1to2.double(),
+ K1.double(),
+ K2.double(),
+ depth_interpolation_mode = depth_interpolation_mode,
+ relative_depth_error_threshold = relative_depth_error_threshold,
+ )
+ prob = mask.float().reshape(B, H, W)
+ x2 = x2.reshape(B, H, W, 2)
+ return torch.cat((x1_n.reshape(B,H,W,2),x2),dim=-1), prob
+
+def recover_pose(E, kpts0, kpts1, K0, K1, mask):
+ best_num_inliers = 0
+ K0inv = np.linalg.inv(K0[:2,:2])
+ K1inv = np.linalg.inv(K1[:2,:2])
+
+ kpts0_n = (K0inv @ (kpts0-K0[None,:2,2]).T).T
+ kpts1_n = (K1inv @ (kpts1-K1[None,:2,2]).T).T
+
+ for _E in np.split(E, len(E) / 3):
+ n, R, t, _ = cv2.recoverPose(_E, kpts0_n, kpts1_n, np.eye(3), 1e9, mask=mask)
+ if n > best_num_inliers:
+ best_num_inliers = n
+ ret = (R, t, mask.ravel() > 0)
+ return ret
+
+
+
+# Code taken from https://github.com/PruneTruong/DenseMatching/blob/40c29a6b5c35e86b9509e65ab0cd12553d998e5f/validation/utils_pose_estimation.py
+# --- GEOMETRY ---
+def estimate_pose(kpts0, kpts1, K0, K1, norm_thresh, conf=0.99999, ):
+ if len(kpts0) < 5:
+ return None
+ K0inv = np.linalg.inv(K0[:2,:2])
+ K1inv = np.linalg.inv(K1[:2,:2])
+
+ kpts0 = (K0inv @ (kpts0-K0[None,:2,2]).T).T
+ kpts1 = (K1inv @ (kpts1-K1[None,:2,2]).T).T
+ method = cv2.USAC_ACCURATE
+ E, mask = cv2.findEssentialMat(
+ kpts0, kpts1, np.eye(3), threshold=norm_thresh, prob=conf, method=method
+ )
+
+ ret = None
+ if E is not None:
+ best_num_inliers = 0
+
+ for _E in np.split(E, len(E) / 3):
+ n, R, t, _ = cv2.recoverPose(_E, kpts0, kpts1, np.eye(3), 1e9, mask=mask)
+ if n > best_num_inliers:
+ best_num_inliers = n
+ ret = (R, t, mask.ravel() > 0)
+ return ret
+
+def estimate_pose_uncalibrated(kpts0, kpts1, K0, K1, norm_thresh, conf=0.99999):
+ if len(kpts0) < 5:
+ return None
+ method = cv2.USAC_ACCURATE
+ F, mask = cv2.findFundamentalMat(
+ kpts0, kpts1, ransacReprojThreshold=norm_thresh, confidence=conf, method=method, maxIters=10000
+ )
+ E = K1.T@F@K0
+ ret = None
+ if E is not None:
+ best_num_inliers = 0
+ K0inv = np.linalg.inv(K0[:2,:2])
+ K1inv = np.linalg.inv(K1[:2,:2])
+
+ kpts0_n = (K0inv @ (kpts0-K0[None,:2,2]).T).T
+ kpts1_n = (K1inv @ (kpts1-K1[None,:2,2]).T).T
+
+ for _E in np.split(E, len(E) / 3):
+ n, R, t, _ = cv2.recoverPose(_E, kpts0_n, kpts1_n, np.eye(3), 1e9, mask=mask)
+ if n > best_num_inliers:
+ best_num_inliers = n
+ ret = (R, t, mask.ravel() > 0)
+ return ret
+
+def unnormalize_coords(x_n,h,w):
+ x = torch.stack(
+ (w * (x_n[..., 0] + 1) / 2, h * (x_n[..., 1] + 1) / 2), dim=-1
+ ) # [-1+1/h, 1-1/h] -> [0.5, h-0.5]
+ return x
+
+
+def rotate_intrinsic(K, n):
+ base_rot = np.array([[0, 1, 0], [-1, 0, 0], [0, 0, 1]])
+ rot = np.linalg.matrix_power(base_rot, n)
+ return rot @ K
+
+
+def rotate_pose_inplane(i_T_w, rot):
+ rotation_matrices = [
+ np.array(
+ [
+ [np.cos(r), -np.sin(r), 0.0, 0.0],
+ [np.sin(r), np.cos(r), 0.0, 0.0],
+ [0.0, 0.0, 1.0, 0.0],
+ [0.0, 0.0, 0.0, 1.0],
+ ],
+ dtype=np.float32,
+ )
+ for r in [np.deg2rad(d) for d in (0, 270, 180, 90)]
+ ]
+ return np.dot(rotation_matrices[rot], i_T_w)
+
+
+def scale_intrinsics(K, scales):
+ scales = np.diag([1.0 / scales[0], 1.0 / scales[1], 1.0])
+ return np.dot(scales, K)
+
+def angle_error_mat(R1, R2):
+ cos = (np.trace(np.dot(R1.T, R2)) - 1) / 2
+ cos = np.clip(cos, -1.0, 1.0) # numercial errors can make it out of bounds
+ return np.rad2deg(np.abs(np.arccos(cos)))
+
+
+def angle_error_vec(v1, v2):
+ n = np.linalg.norm(v1) * np.linalg.norm(v2)
+ return np.rad2deg(np.arccos(np.clip(np.dot(v1, v2) / n, -1.0, 1.0)))
+
+
+def compute_pose_error(T_0to1, R, t):
+ R_gt = T_0to1[:3, :3]
+ t_gt = T_0to1[:3, 3]
+ error_t = angle_error_vec(t.squeeze(), t_gt)
+ error_t = np.minimum(error_t, 180 - error_t) # ambiguity of E estimation
+ error_R = angle_error_mat(R, R_gt)
+ return error_t, error_R
+
+
+def pose_auc(errors, thresholds):
+ sort_idx = np.argsort(errors)
+ errors = np.array(errors.copy())[sort_idx]
+ recall = (np.arange(len(errors)) + 1) / len(errors)
+ errors = np.r_[0.0, errors]
+ recall = np.r_[0.0, recall]
+ aucs = []
+ for t in thresholds:
+ last_index = np.searchsorted(errors, t)
+ r = np.r_[recall[:last_index], recall[last_index - 1]]
+ e = np.r_[errors[:last_index], t]
+ aucs.append(np.trapz(r, x=e) / t)
+ return aucs
+
+
+# From Patch2Pix https://github.com/GrumpyZhou/patch2pix
+def get_depth_tuple_transform_ops(resize=None, normalize=True, unscale=False):
+ ops = []
+ if resize:
+ ops.append(TupleResize(resize, mode=InterpolationMode.BILINEAR, antialias = False))
+ return TupleCompose(ops)
+
+
+def get_tuple_transform_ops(resize=None, normalize=True, unscale=False, clahe = False):
+ ops = []
+ if resize:
+ ops.append(TupleResize(resize, antialias = True))
+ if clahe:
+ ops.append(TupleClahe())
+ if normalize:
+ ops.append(TupleToTensorScaled())
+ ops.append(
+ TupleNormalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
+ ) # Imagenet mean/std
+ else:
+ if unscale:
+ ops.append(TupleToTensorUnscaled())
+ else:
+ ops.append(TupleToTensorScaled())
+ return TupleCompose(ops)
+
+class Clahe:
+ def __init__(self, cliplimit = 2, blocksize = 8) -> None:
+ self.clahe = cv2.createCLAHE(cliplimit,(blocksize,blocksize))
+ def __call__(self, im):
+ im_hsv = cv2.cvtColor(np.array(im),cv2.COLOR_RGB2HSV)
+ im_v = self.clahe.apply(im_hsv[:,:,2])
+ im_hsv[...,2] = im_v
+ im_clahe = cv2.cvtColor(im_hsv,cv2.COLOR_HSV2RGB)
+ return Image.fromarray(im_clahe)
+
+class TupleClahe:
+ def __init__(self, cliplimit = 8, blocksize = 8) -> None:
+ self.clahe = Clahe(cliplimit,blocksize)
+ def __call__(self, ims):
+ return [self.clahe(im) for im in ims]
+
+class ToTensorScaled(object):
+ """Convert a RGB PIL Image to a CHW ordered Tensor, scale the range to [0, 1]"""
+
+ def __call__(self, im):
+ if not isinstance(im, torch.Tensor):
+ im = np.array(im, dtype=np.float32).transpose((2, 0, 1))
+ im /= 255.0
+ return torch.from_numpy(im)
+ else:
+ return im
+
+ def __repr__(self):
+ return "ToTensorScaled(./255)"
+
+
+class TupleToTensorScaled(object):
+ def __init__(self):
+ self.to_tensor = ToTensorScaled()
+
+ def __call__(self, im_tuple):
+ return [self.to_tensor(im) for im in im_tuple]
+
+ def __repr__(self):
+ return "TupleToTensorScaled(./255)"
+
+
+class ToTensorUnscaled(object):
+ """Convert a RGB PIL Image to a CHW ordered Tensor"""
+
+ def __call__(self, im):
+ return torch.from_numpy(np.array(im, dtype=np.float32).transpose((2, 0, 1)))
+
+ def __repr__(self):
+ return "ToTensorUnscaled()"
+
+
+class TupleToTensorUnscaled(object):
+ """Convert a RGB PIL Image to a CHW ordered Tensor"""
+
+ def __init__(self):
+ self.to_tensor = ToTensorUnscaled()
+
+ def __call__(self, im_tuple):
+ return [self.to_tensor(im) for im in im_tuple]
+
+ def __repr__(self):
+ return "TupleToTensorUnscaled()"
+
+
+class TupleResize(object):
+ def __init__(self, size, mode=InterpolationMode.BICUBIC, antialias = None):
+ self.size = size
+ self.resize = transforms.Resize(size, mode, antialias = antialias)
+
+ def __call__(self, im_tuple):
+ return [self.resize(im) for im in im_tuple]
+
+ def __repr__(self):
+ return "TupleResize(size={})".format(self.size)
+
+class Normalize:
+ def __call__(self,im):
+ mean = im.mean(dim=(1,2), keepdims=True)
+ std = im.std(dim=(1,2), keepdims=True)
+ return (im-mean)/std
+
+
+class TupleNormalize(object):
+ def __init__(self, mean, std):
+ self.mean = mean
+ self.std = std
+ self.normalize = transforms.Normalize(mean=mean, std=std)
+
+ def __call__(self, im_tuple):
+ c,h,w = im_tuple[0].shape
+ if c > 3:
+ warnings.warn(f"Number of channels {c=} > 3, assuming first 3 are rgb")
+ return [self.normalize(im[:3]) for im in im_tuple]
+
+ def __repr__(self):
+ return "TupleNormalize(mean={}, std={})".format(self.mean, self.std)
+
+
+class TupleCompose(object):
+ def __init__(self, transforms):
+ self.transforms = transforms
+
+ def __call__(self, im_tuple):
+ for t in self.transforms:
+ im_tuple = t(im_tuple)
+ return im_tuple
+
+ def __repr__(self):
+ format_string = self.__class__.__name__ + "("
+ for t in self.transforms:
+ format_string += "\n"
+ format_string += " {0}".format(t)
+ format_string += "\n)"
+ return format_string
+
+
+@torch.no_grad()
+def warp_kpts(kpts0, depth0, depth1, T_0to1, K0, K1, smooth_mask = False, return_relative_depth_error = False, depth_interpolation_mode = "bilinear", relative_depth_error_threshold = 0.05):
+ """Warp kpts0 from I0 to I1 with depth, K and Rt
+ Also check covisibility and depth consistency.
+ Depth is consistent if relative error < 0.2 (hard-coded).
+ # https://github.com/zju3dv/LoFTR/blob/94e98b695be18acb43d5d3250f52226a8e36f839/src/loftr/utils/geometry.py adapted from here
+ Args:
+ kpts0 (torch.Tensor): [N, L, 2] - , should be normalized in (-1,1)
+ depth0 (torch.Tensor): [N, H, W],
+ depth1 (torch.Tensor): [N, H, W],
+ T_0to1 (torch.Tensor): [N, 3, 4],
+ K0 (torch.Tensor): [N, 3, 3],
+ K1 (torch.Tensor): [N, 3, 3],
+ Returns:
+ calculable_mask (torch.Tensor): [N, L]
+ warped_keypoints0 (torch.Tensor): [N, L, 2]
+ """
+ (
+ n,
+ h,
+ w,
+ ) = depth0.shape
+ if depth_interpolation_mode == "combined":
+ # Inspired by approach in inloc, try to fill holes from bilinear interpolation by nearest neighbour interpolation
+ if smooth_mask:
+ raise NotImplementedError("Combined bilinear and NN warp not implemented")
+ valid_bilinear, warp_bilinear = warp_kpts(kpts0, depth0, depth1, T_0to1, K0, K1,
+ smooth_mask = smooth_mask,
+ return_relative_depth_error = return_relative_depth_error,
+ depth_interpolation_mode = "bilinear",
+ relative_depth_error_threshold = relative_depth_error_threshold)
+ valid_nearest, warp_nearest = warp_kpts(kpts0, depth0, depth1, T_0to1, K0, K1,
+ smooth_mask = smooth_mask,
+ return_relative_depth_error = return_relative_depth_error,
+ depth_interpolation_mode = "nearest-exact",
+ relative_depth_error_threshold = relative_depth_error_threshold)
+ nearest_valid_bilinear_invalid = (~valid_bilinear).logical_and(valid_nearest)
+ warp = warp_bilinear.clone()
+ warp[nearest_valid_bilinear_invalid] = warp_nearest[nearest_valid_bilinear_invalid]
+ valid = valid_bilinear | valid_nearest
+ return valid, warp
+
+
+ kpts0_depth = F.grid_sample(depth0[:, None], kpts0[:, :, None], mode = depth_interpolation_mode, align_corners=False)[
+ :, 0, :, 0
+ ]
+ kpts0 = torch.stack(
+ (w * (kpts0[..., 0] + 1) / 2, h * (kpts0[..., 1] + 1) / 2), dim=-1
+ ) # [-1+1/h, 1-1/h] -> [0.5, h-0.5]
+ # Sample depth, get calculable_mask on depth != 0
+ nonzero_mask = kpts0_depth != 0
+
+ # Unproject
+ kpts0_h = (
+ torch.cat([kpts0, torch.ones_like(kpts0[:, :, [0]])], dim=-1)
+ * kpts0_depth[..., None]
+ ) # (N, L, 3)
+ kpts0_n = K0.inverse() @ kpts0_h.transpose(2, 1) # (N, 3, L)
+ kpts0_cam = kpts0_n
+
+ # Rigid Transform
+ w_kpts0_cam = T_0to1[:, :3, :3] @ kpts0_cam + T_0to1[:, :3, [3]] # (N, 3, L)
+ w_kpts0_depth_computed = w_kpts0_cam[:, 2, :]
+
+ # Project
+ w_kpts0_h = (K1 @ w_kpts0_cam).transpose(2, 1) # (N, L, 3)
+ w_kpts0 = w_kpts0_h[:, :, :2] / (
+ w_kpts0_h[:, :, [2]] + 1e-4
+ ) # (N, L, 2), +1e-4 to avoid zero depth
+
+ # Covisible Check
+ h, w = depth1.shape[1:3]
+ covisible_mask = (
+ (w_kpts0[:, :, 0] > 0)
+ * (w_kpts0[:, :, 0] < w - 1)
+ * (w_kpts0[:, :, 1] > 0)
+ * (w_kpts0[:, :, 1] < h - 1)
+ )
+ w_kpts0 = torch.stack(
+ (2 * w_kpts0[..., 0] / w - 1, 2 * w_kpts0[..., 1] / h - 1), dim=-1
+ ) # from [0.5,h-0.5] -> [-1+1/h, 1-1/h]
+ # w_kpts0[~covisible_mask, :] = -5 # xd
+
+ w_kpts0_depth = F.grid_sample(
+ depth1[:, None], w_kpts0[:, :, None], mode=depth_interpolation_mode, align_corners=False
+ )[:, 0, :, 0]
+
+ relative_depth_error = (
+ (w_kpts0_depth - w_kpts0_depth_computed) / w_kpts0_depth
+ ).abs()
+ if not smooth_mask:
+ consistent_mask = relative_depth_error < relative_depth_error_threshold
+ else:
+ consistent_mask = (-relative_depth_error/smooth_mask).exp()
+ valid_mask = nonzero_mask * covisible_mask * consistent_mask
+ if return_relative_depth_error:
+ return relative_depth_error, w_kpts0
+ else:
+ return valid_mask, w_kpts0
+
+imagenet_mean = torch.tensor([0.485, 0.456, 0.406])
+imagenet_std = torch.tensor([0.229, 0.224, 0.225])
+
+
+def numpy_to_pil(x: np.ndarray):
+ """
+ Args:
+ x: Assumed to be of shape (h,w,c)
+ """
+ if isinstance(x, torch.Tensor):
+ x = x.detach().cpu().numpy()
+ if x.max() <= 1.01:
+ x *= 255
+ x = x.astype(np.uint8)
+ return Image.fromarray(x)
+
+
+def tensor_to_pil(x, unnormalize=False, autoscale = False):
+ if unnormalize:
+ x = x * (imagenet_std[:, None, None].to(x.device)) + (imagenet_mean[:, None, None].to(x.device))
+ if autoscale:
+ if x.max() == x.min():
+ warnings.warn("x max == x min, cant autoscale")
+ else:
+ x = (x-x.min())/(x.max()-x.min())
+
+ x = x.detach().permute(1, 2, 0).cpu().numpy()
+ x = np.clip(x, 0.0, 1.0)
+ return numpy_to_pil(x)
+
+
+def to_cuda(batch):
+ for key, value in batch.items():
+ if isinstance(value, torch.Tensor):
+ batch[key] = value.cuda()
+ return batch
+
+
+def to_cpu(batch):
+ for key, value in batch.items():
+ if isinstance(value, torch.Tensor):
+ batch[key] = value.cpu()
+ return batch
+
+
+def get_pose(calib):
+ w, h = np.array(calib["imsize"])[0]
+ return np.array(calib["K"]), np.array(calib["R"]), np.array(calib["T"]).T, h, w
+
+
+def compute_relative_pose(R1, t1, R2, t2):
+ rots = R2 @ (R1.T)
+ trans = -rots @ t1 + t2
+ return rots, trans
+
+def to_pixel_coords(flow, h1, w1):
+ flow = (
+ torch.stack(
+ (
+ w1 * (flow[..., 0] + 1) / 2,
+ h1 * (flow[..., 1] + 1) / 2,
+ ),
+ axis=-1,
+ )
+ )
+ return flow
+
+def to_normalized_coords(flow, h1, w1):
+ flow = (
+ torch.stack(
+ (
+ 2 * (flow[..., 0]) / w1 - 1,
+ 2 * (flow[..., 1]) / h1 - 1,
+ ),
+ axis=-1,
+ )
+ )
+ return flow
+
+
+def warp_to_pixel_coords(warp, h1, w1, h2, w2):
+ warp1 = warp[..., :2]
+ warp1 = (
+ torch.stack(
+ (
+ w1 * (warp1[..., 0] + 1) / 2,
+ h1 * (warp1[..., 1] + 1) / 2,
+ ),
+ axis=-1,
+ )
+ )
+ warp2 = warp[..., 2:]
+ warp2 = (
+ torch.stack(
+ (
+ w2 * (warp2[..., 0] + 1) / 2,
+ h2 * (warp2[..., 1] + 1) / 2,
+ ),
+ axis=-1,
+ )
+ )
+ return torch.cat((warp1,warp2), dim=-1)
+
+
+def to_homogeneous(x):
+ ones = torch.ones_like(x[...,-1:])
+ return torch.cat((x, ones), dim = -1)
+
+def from_homogeneous(xh, eps = 1e-12):
+ return xh[...,:-1] / (xh[...,-1:]+eps)
+
+def homog_transform(Homog, x):
+ xh = to_homogeneous(x)
+ yh = (Homog @ xh.mT).mT
+ y = from_homogeneous(yh)
+ return y
+
+def get_homog_warp(Homog, H, W, device = "cuda"):
+ grid = torch.meshgrid(torch.linspace(-1+1/H,1-1/H,H, device = device), torch.linspace(-1+1/W,1-1/W,W, device = device))
+
+ x_A = torch.stack((grid[1], grid[0]), dim = -1)[None]
+ x_A_to_B = homog_transform(Homog, x_A)
+ mask = ((x_A_to_B > -1) * (x_A_to_B < 1)).prod(dim=-1).float()
+ return torch.cat((x_A.expand(*x_A_to_B.shape), x_A_to_B),dim=-1), mask
+
+def dual_log_softmax_matcher(desc_A: tuple['B','N','C'], desc_B: tuple['B','M','C'], inv_temperature = 1, normalize = False):
+ B, N, C = desc_A.shape
+ if normalize:
+ desc_A = desc_A/desc_A.norm(dim=-1,keepdim=True)
+ desc_B = desc_B/desc_B.norm(dim=-1,keepdim=True)
+ corr = torch.einsum("b n c, b m c -> b n m", desc_A, desc_B) * inv_temperature
+ else:
+ corr = torch.einsum("b n c, b m c -> b n m", desc_A, desc_B) * inv_temperature
+ logP = corr.log_softmax(dim = -2) + corr.log_softmax(dim= -1)
+ return logP
+
+def dual_softmax_matcher(desc_A: tuple['B','N','C'], desc_B: tuple['B','M','C'], inv_temperature = 1, normalize = False):
+ if len(desc_A.shape) < 3:
+ desc_A, desc_B = desc_A[None], desc_B[None]
+ B, N, C = desc_A.shape
+ if normalize:
+ desc_A = desc_A/desc_A.norm(dim=-1,keepdim=True)
+ desc_B = desc_B/desc_B.norm(dim=-1,keepdim=True)
+ corr = torch.einsum("b n c, b m c -> b n m", desc_A, desc_B) * inv_temperature
+ else:
+ corr = torch.einsum("b n c, b m c -> b n m", desc_A, desc_B) * inv_temperature
+ P = corr.softmax(dim = -2) * corr.softmax(dim= -1)
+ return P
+
+def conditional_softmax_matcher(desc_A: tuple['B','N','C'], desc_B: tuple['B','M','C'], inv_temperature = 1, normalize = False):
+ if len(desc_A.shape) < 3:
+ desc_A, desc_B = desc_A[None], desc_B[None]
+ B, N, C = desc_A.shape
+ if normalize:
+ desc_A = desc_A/desc_A.norm(dim=-1,keepdim=True)
+ desc_B = desc_B/desc_B.norm(dim=-1,keepdim=True)
+ corr = torch.einsum("b n c, b m c -> b n m", desc_A, desc_B) * inv_temperature
+ else:
+ corr = torch.einsum("b n c, b m c -> b n m", desc_A, desc_B) * inv_temperature
+ P_B_cond_A = corr.softmax(dim = -1)
+ P_A_cond_B = corr.softmax(dim = -2)
+
+ return P_A_cond_B, P_B_cond_A
\ No newline at end of file
diff --git a/third_party/DeDoDe/LICENSE b/third_party/DeDoDe/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..ca95157052a76debc473afb395bffae0c1329e63
--- /dev/null
+++ b/third_party/DeDoDe/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 Johan Edstedt
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/third_party/DeDoDe/README.md b/third_party/DeDoDe/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..fa6539191a1d7dfbc7db32a7a39a27c78e440cd8
--- /dev/null
+++ b/third_party/DeDoDe/README.md
@@ -0,0 +1,74 @@
+
+
DeDoDe 🎶
Detect, Don't Describe, Describe, Don't Detect,
for Local Feature Matching
+
+ Johan Edstedt
+ ·
+ Georg Bökman
+ ·
+ Mårten Wadenbäck
+ ·
+ Michael Felsberg
+ ·
+
+
+ Paper (TODO) |
+ Project Page (TODO)
+
+
+
+
+
+
+ The DeDoDe detector learns to detect 3D consistent repeatable keypoints, which the DeDoDe descriptor learns to match. The result is a powerful decoupled local feature matcher.
+
+
+
+
+
+ We experimentally find that DeDoDe significantly closes the performance gap between detector + descriptor models and fully-fledged matchers. The potential of DeDoDe is not limited to local feature matching, in fact we find that we can improve state-of-the-art matchers by incorporating DeDoDe keypoints.
+
+
+
+## How to Use DeDoDe?
+Below we show how DeDoDe can be run, you can also check out the [demos](demo)
+```python
+from DeDoDe import dedode_detector_L, dedode_descriptor_B
+from DeDoDe.matchers.dual_softmax_matcher import DualSoftMaxMatcher
+
+detector = dedode_detector_L(weights = torch.load("dedode_detector_L.pth"))
+descriptor = dedode_descriptor_B(weights = torch.load("dedode_descriptor_B.pth"))
+matcher = DualSoftMaxMatcher()
+
+im_A_path = "assets/im_A.jpg"
+im_B_path = "assets/im_B.jpg"
+im_A = Image.open(im_A_path)
+im_B = Image.open(im_B_path)
+W_A, H_A = im_A.size
+W_B, H_B = im_B.size
+
+
+detections_A = detector.detect_from_path(im_A_path, num_keypoints = 10_000)
+keypoints_A, P_A = detections_A["keypoints"], detections_A["confidence"]
+
+detections_B = detector.detect_from_path(im_B_path, num_keypoints = 10_000)
+keypoints_B, P_B = detections_B["keypoints"], detections_B["confidence"]
+
+description_A = descriptor.describe_keypoints_from_path(im_A_path, keypoints_A)["descriptions"]
+description_B = descriptor.describe_keypoints_from_path(im_B_path, keypoints_B)["descriptions"]
+
+matches_A, matches_B, batch_ids = matcher.match(keypoints_A, description_A,
+ keypoints_B, description_B,
+ P_A = P_A, P_B = P_B,
+ normalize = True, inv_temp=20, threshold = 0.1)#Increasing threshold -> fewer matches, fewer outliers
+
+matches_A, matches_B = matcher.to_pixel_coords(matches_A, matches_B, H_A, W_A, H_B, W_B)
+
+```
+## Pretrained Models
+
+Right now you can find them here: https://github.com/Parskatt/DeDoDe/releases/tag/dedode_pretrained_models
+Probably we'll add some autoloading in the near future.
+
+## BibTeX
+
+Coming Soon ;)
diff --git a/third_party/DeDoDe/assets/dedode_roma.png b/third_party/DeDoDe/assets/dedode_roma.png
new file mode 100644
index 0000000000000000000000000000000000000000..d54fdc58c3ee95127fdf0b2c3d3aa9c7862edbf0
--- /dev/null
+++ b/third_party/DeDoDe/assets/dedode_roma.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99b5ec4e94a39c0c02410c75a282187a67965356d299414a0d90cb1399efaaf1
+size 61110
diff --git a/third_party/DeDoDe/assets/im_A.jpg b/third_party/DeDoDe/assets/im_A.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2e0f1b7e7806a2e3c3f3567f085ce52aa9d3803e
--- /dev/null
+++ b/third_party/DeDoDe/assets/im_A.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d98d1767dfcf55774bf63de5c2a16b04e2027314196f3f27eee93e94d0be3842
+size 288711
diff --git a/third_party/DeDoDe/assets/im_B.jpg b/third_party/DeDoDe/assets/im_B.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5fa0a361d93e8428f1bdf7a12976631e9f4196ca
--- /dev/null
+++ b/third_party/DeDoDe/assets/im_B.jpg
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+version https://git-lfs.github.com/spec/v1
+oid sha256:31862353454661b73afea6d2a49d5e4f15fa6d504b2bb6b2fbf2a9a24d96c4c7
+size 1137246
diff --git a/third_party/DeDoDe/assets/matches.jpg b/third_party/DeDoDe/assets/matches.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..77190a82e31dc90b2b533c3f3d963810e8b55902
--- /dev/null
+++ b/third_party/DeDoDe/assets/matches.jpg
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+version https://git-lfs.github.com/spec/v1
+oid sha256:7ec583517a1e6ba4a7bc0e3cf89ade4125131426a00aed7bc7bbc1df0e4d884e
+size 728815
diff --git a/third_party/DeDoDe/assets/teaser.png b/third_party/DeDoDe/assets/teaser.png
new file mode 100644
index 0000000000000000000000000000000000000000..c4a09d8c646cb3fc6fbaa11fa367ee35ba0adbb5
--- /dev/null
+++ b/third_party/DeDoDe/assets/teaser.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2dfed4aa08c7b2d9612e5d425ce3102d4c598839c9214a3aa5add9decf5cf0ee
+size 123765
diff --git a/third_party/DeDoDe/data_prep/prep_keypoints.py b/third_party/DeDoDe/data_prep/prep_keypoints.py
new file mode 100644
index 0000000000000000000000000000000000000000..25713ed7573babadc3a42daa544d85052fc37421
--- /dev/null
+++ b/third_party/DeDoDe/data_prep/prep_keypoints.py
@@ -0,0 +1,100 @@
+import argparse
+
+import imagesize
+
+import numpy as np
+
+import os
+
+
+base_path = "data/megadepth"
+# Remove the trailing / if need be.
+if base_path[-1] in ['/', '\\']:
+ base_path = base_path[: - 1]
+
+
+base_depth_path = os.path.join(
+ base_path, 'phoenix/S6/zl548/MegaDepth_v1'
+)
+base_undistorted_sfm_path = os.path.join(
+ base_path, 'Undistorted_SfM'
+)
+
+scene_ids = os.listdir(base_undistorted_sfm_path)
+for scene_id in scene_ids:
+ if os.path.exists(f"{base_path}/prep_scene_info/detections/detections_{scene_id}.npy"):
+ print(f"skipping {scene_id} as it exists")
+ continue
+ undistorted_sparse_path = os.path.join(
+ base_undistorted_sfm_path, scene_id, 'sparse-txt'
+ )
+ if not os.path.exists(undistorted_sparse_path):
+ print("sparse path doesnt exist")
+ continue
+
+ depths_path = os.path.join(
+ base_depth_path, scene_id, 'dense0', 'depths'
+ )
+ if not os.path.exists(depths_path):
+ print("depths doesnt exist")
+
+ continue
+
+ images_path = os.path.join(
+ base_undistorted_sfm_path, scene_id, 'images'
+ )
+ if not os.path.exists(images_path):
+ print("images path doesnt exist")
+ continue
+
+ # Process cameras.txt
+ if not os.path.exists(os.path.join(undistorted_sparse_path, 'cameras.txt')):
+ print("no cameras")
+ continue
+ with open(os.path.join(undistorted_sparse_path, 'cameras.txt'), 'r') as f:
+ raw = f.readlines()[3 :] # skip the header
+
+ camera_intrinsics = {}
+ for camera in raw:
+ camera = camera.split(' ')
+ camera_intrinsics[int(camera[0])] = [float(elem) for elem in camera[2 :]]
+
+ # Process points3D.txt
+ with open(os.path.join(undistorted_sparse_path, 'points3D.txt'), 'r') as f:
+ raw = f.readlines()[3 :] # skip the header
+
+ points3D = {}
+ for point3D in raw:
+ point3D = point3D.split(' ')
+ points3D[int(point3D[0])] = np.array([
+ float(point3D[1]), float(point3D[2]), float(point3D[3])
+ ])
+
+ # Process images.txt
+ with open(os.path.join(undistorted_sparse_path, 'images.txt'), 'r') as f:
+ raw = f.readlines()[4 :] # skip the header
+
+ image_id_to_idx = {}
+ image_names = []
+ raw_pose = []
+ camera = []
+ points3D_id_to_2D = []
+ n_points3D = []
+ id_to_detections = {}
+ for idx, (image, points) in enumerate(zip(raw[:: 2], raw[1 :: 2])):
+ image = image.split(' ')
+ points = points.split(' ')
+
+ image_id_to_idx[int(image[0])] = idx
+
+ image_name = image[-1].strip('\n')
+ image_names.append(image_name)
+
+ raw_pose.append([float(elem) for elem in image[1 : -2]])
+ camera.append(int(image[-2]))
+ points_np = np.array(points).astype(np.float32).reshape(len(points)//3, 3)
+ visible_points = points_np[points_np[:,2] != -1]
+ id_to_detections[idx] = visible_points
+ np.save(f"{base_path}/prep_scene_info/detections/detections_{scene_id}.npy",
+ id_to_detections)
+ print(f"{scene_id} done")
\ No newline at end of file
diff --git a/third_party/DeDoDe/demo/demo_kpts.py b/third_party/DeDoDe/demo/demo_kpts.py
new file mode 100644
index 0000000000000000000000000000000000000000..270a23b12e2148ce7a438a68ab3ef1135a93a9e6
--- /dev/null
+++ b/third_party/DeDoDe/demo/demo_kpts.py
@@ -0,0 +1,20 @@
+import torch
+import cv2
+import numpy as np
+from PIL import Image
+from DeDoDe import dedode_detector_L
+
+def draw_kpts(im, kpts):
+ kpts = [cv2.KeyPoint(x,y,1.) for x,y in kpts.cpu().numpy()]
+ im = np.array(im)
+ ret = cv2.drawKeypoints(im, kpts, None)
+ return ret
+
+detector = dedode_detector_L(weights = torch.load("dedode_detector_l.pth"))
+im_path = "assets/im_A.jpg"
+im = Image.open(im_path)
+out = detector.detect_from_path(im_path, num_keypoints = 10_000)
+W,H = im.size
+kps = out["keypoints"]
+kps = detector.to_pixel_coords(kps, H, W)
+Image.fromarray(draw_kpts(im, kps[0])).save("demo/keypoints.png")
\ No newline at end of file
diff --git a/third_party/DeDoDe/demo/demo_match.py b/third_party/DeDoDe/demo/demo_match.py
new file mode 100644
index 0000000000000000000000000000000000000000..6492392d07a49fcdb7e287b619b404df84521ca8
--- /dev/null
+++ b/third_party/DeDoDe/demo/demo_match.py
@@ -0,0 +1,45 @@
+import torch
+from DeDoDe import dedode_detector_L, dedode_descriptor_B
+from DeDoDe.matchers.dual_softmax_matcher import DualSoftMaxMatcher
+from DeDoDe.utils import *
+from PIL import Image
+import cv2
+
+def draw_matches(im_A, kpts_A, im_B, kpts_B):
+ kpts_A = [cv2.KeyPoint(x,y,1.) for x,y in kpts_A.cpu().numpy()]
+ kpts_B = [cv2.KeyPoint(x,y,1.) for x,y in kpts_B.cpu().numpy()]
+ matches_A_to_B = [cv2.DMatch(idx, idx, 0.) for idx in range(len(kpts_A))]
+ im_A, im_B = np.array(im_A), np.array(im_B)
+ ret = cv2.drawMatches(im_A, kpts_A, im_B, kpts_B,
+ matches_A_to_B, None)
+ return ret
+
+detector = dedode_detector_L(weights = torch.load("dedode_detector_L.pth"))
+descriptor = dedode_descriptor_B(weights = torch.load("dedode_descriptor_B.pth"))
+matcher = DualSoftMaxMatcher()
+
+im_A_path = "assets/im_A.jpg"
+im_B_path = "assets/im_B.jpg"
+im_A = Image.open(im_A_path)
+im_B = Image.open(im_B_path)
+W_A, H_A = im_A.size
+W_B, H_B = im_B.size
+
+
+detections_A = detector.detect_from_path(im_A_path, num_keypoints = 10_000)
+keypoints_A, P_A = detections_A["keypoints"], detections_A["confidence"]
+detections_B = detector.detect_from_path(im_B_path, num_keypoints = 10_000)
+keypoints_B, P_B = detections_B["keypoints"], detections_B["confidence"]
+description_A = descriptor.describe_keypoints_from_path(im_A_path, keypoints_A)["descriptions"]
+description_B = descriptor.describe_keypoints_from_path(im_B_path, keypoints_B)["descriptions"]
+matches_A, matches_B, batch_ids = matcher.match(keypoints_A, description_A,
+ keypoints_B, description_B,
+ P_A = P_A, P_B = P_B,
+ normalize = True, inv_temp=20, threshold = 0.1)#Increasing threshold -> fewer matches, fewer outliers
+
+matches_A, matches_B = matcher.to_pixel_coords(matches_A, matches_B, H_A, W_A, H_B, W_B)
+
+import cv2
+import numpy as np
+
+Image.fromarray(draw_matches(im_A, matches_A[::5], im_B, matches_B[::5])).save("demo/matches.png")
\ No newline at end of file
diff --git a/third_party/DeDoDe/demo/demo_scoremap.py b/third_party/DeDoDe/demo/demo_scoremap.py
new file mode 100644
index 0000000000000000000000000000000000000000..68af499dbb58e275e227bbdc979b4d1923902df0
--- /dev/null
+++ b/third_party/DeDoDe/demo/demo_scoremap.py
@@ -0,0 +1,20 @@
+import torch
+from PIL import Image
+import numpy as np
+
+from DeDoDe import dedode_detector_L
+from DeDoDe.utils import tensor_to_pil
+
+detector = dedode_detector_L(weights = torch.load("dedode_detector_l.pth"))
+H, W = 768, 768
+im_path = "assets/im_A.jpg"
+
+out = detector.detect_from_path(im_path, dense = True, H = H, W = W)
+
+logit_map = out["dense_keypoint_logits"].clone()
+min = logit_map.max() - 3
+logit_map[logit_map < min] = min
+logit_map = (logit_map-min)/(logit_map.max()-min)
+logit_map = logit_map.cpu()[0].expand(3,H,W)
+im_A = torch.tensor(np.array(Image.open(im_path).resize((W,H)))/255.).permute(2,0,1)
+tensor_to_pil(logit_map * logit_map + 0.15 * (1-logit_map) * im_A).save("demo/dense_logits.png")
diff --git a/third_party/DeDoDe/pretrained/dedode_descriptor_B.pth b/third_party/DeDoDe/pretrained/dedode_descriptor_B.pth
new file mode 100644
index 0000000000000000000000000000000000000000..58f09ccae38009c49c582ad74cd7f2718a98f9af
--- /dev/null
+++ b/third_party/DeDoDe/pretrained/dedode_descriptor_B.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8eccfc270ec990ced60cd54a434411a47c4c504de13586f596d042e005b3022b
+size 54257185
diff --git a/third_party/DeDoDe/pretrained/dedode_detector_L.pth b/third_party/DeDoDe/pretrained/dedode_detector_L.pth
new file mode 100644
index 0000000000000000000000000000000000000000..e58c01a653958a1e421dedbbc7df540c6ff21744
--- /dev/null
+++ b/third_party/DeDoDe/pretrained/dedode_detector_L.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:663c972a7215538ef3170ccc3183bb1019610ffde4bc7c9da6c13b143388dd64
+size 58488277
diff --git a/third_party/DeDoDe/requirements.txt b/third_party/DeDoDe/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0aba7e372c62658a3294419ccf3deccacb7e95c2
--- /dev/null
+++ b/third_party/DeDoDe/requirements.txt
@@ -0,0 +1,9 @@
+numpy
+matplotlib
+torch
+torchvision
+h5py
+tqdm
+pillow
+einops
+opencv-python
\ No newline at end of file
diff --git a/third_party/DeDoDe/setup.py b/third_party/DeDoDe/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..18a43e0b69131d3f91229f5a59e9b1d48411d890
--- /dev/null
+++ b/third_party/DeDoDe/setup.py
@@ -0,0 +1,10 @@
+from setuptools import setup, find_packages
+
+
+setup(
+ name="DeDoDe",
+ packages=find_packages(include= ["DeDoDe*"]),
+ install_requires=open("requirements.txt", "r").read().split("\n"),
+ version="0.0.1",
+ author="Johan Edstedt",
+)
\ No newline at end of file
diff --git a/third_party/LightGlue/assets/easy_hard.jpg b/third_party/LightGlue/assets/easy_hard.jpg
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diff --git a/third_party/LightGlue/assets/sacre_coeur2.jpg b/third_party/LightGlue/assets/sacre_coeur2.jpg
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diff --git a/third_party/SuperGluePretrainedNetwork/.gitignore b/third_party/SuperGluePretrainedNetwork/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..75cda0e0c3af34c06f50dc0ebba6e338d5b78d02
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/.gitignore
@@ -0,0 +1,3 @@
+*.pyc
+*.DS_Store
+*.swp
diff --git a/third_party/SuperGluePretrainedNetwork/LICENSE b/third_party/SuperGluePretrainedNetwork/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..afc1ed1db5d14d18e546de546762dd45fc78ef1d
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/LICENSE
@@ -0,0 +1,48 @@
+SUPERGLUE: LEARNING FEATURE MATCHING WITH GRAPH NEURAL NETWORKS
+SOFTWARE LICENSE AGREEMENT
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+
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+
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+
+ENTIRE AGREEMENT AND AMENDMENTS: This Agreement constitutes the sole and entire agreement between Licensee and Licensor as to the matter set forth herein and supersedes any previous agreements, understandings, and arrangements between the parties relating hereto.
diff --git a/third_party/SuperGluePretrainedNetwork/README.md b/third_party/SuperGluePretrainedNetwork/README.md
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+
+
+### Research @ Magic Leap (CVPR 2020, Oral)
+
+# SuperGlue Inference and Evaluation Demo Script
+
+## Introduction
+SuperGlue is a CVPR 2020 research project done at Magic Leap. The SuperGlue network is a Graph Neural Network combined with an Optimal Matching layer that is trained to perform matching on two sets of sparse image features. This repo includes PyTorch code and pretrained weights for running the SuperGlue matching network on top of [SuperPoint](https://arxiv.org/abs/1712.07629) keypoints and descriptors. Given a pair of images, you can use this repo to extract matching features across the image pair.
+
+
+
+
+
+SuperGlue operates as a "middle-end," performing context aggregation, matching, and filtering in a single end-to-end architecture. For more details, please see:
+
+* Full paper PDF: [SuperGlue: Learning Feature Matching with Graph Neural Networks](https://arxiv.org/abs/1911.11763).
+
+* Authors: *Paul-Edouard Sarlin, Daniel DeTone, Tomasz Malisiewicz, Andrew Rabinovich*
+
+* Website: [psarlin.com/superglue](https://psarlin.com/superglue) for videos, slides, recent updates, and more visualizations.
+
+* `hloc`: a new toolbox for visual localization and SfM with SuperGlue, available at [cvg/Hierarchical-Localization](https://github.com/cvg/Hierarchical-Localization/). Winner of 3 CVPR 2020 competitions on localization and image matching!
+
+We provide two pre-trained weights files: an indoor model trained on ScanNet data, and an outdoor model trained on MegaDepth data. Both models are inside the [weights directory](./models/weights). By default, the demo will run the **indoor** model.
+
+## Dependencies
+* Python 3 >= 3.5
+* PyTorch >= 1.1
+* OpenCV >= 3.4 (4.1.2.30 recommended for best GUI keyboard interaction, see this [note](#additional-notes))
+* Matplotlib >= 3.1
+* NumPy >= 1.18
+
+Simply run the following command: `pip3 install numpy opencv-python torch matplotlib`
+
+## Contents
+There are two main top-level scripts in this repo:
+
+1. `demo_superglue.py` : runs a live demo on a webcam, IP camera, image directory or movie file
+2. `match_pairs.py`: reads image pairs from files and dumps matches to disk (also runs evaluation if ground truth relative poses are provided)
+
+## Live Matching Demo Script (`demo_superglue.py`)
+This demo runs SuperPoint + SuperGlue feature matching on an anchor image and live image. You can update the anchor image by pressing the `n` key. The demo can read image streams from a USB or IP camera, a directory containing images, or a video file. You can pass all of these inputs using the `--input` flag.
+
+### Run the demo on a live webcam
+
+Run the demo on the default USB webcam (ID #0), running on a CUDA GPU if one is found:
+
+```sh
+./demo_superglue.py
+```
+
+Keyboard control:
+
+* `n`: select the current frame as the anchor
+* `e`/`r`: increase/decrease the keypoint confidence threshold
+* `d`/`f`: increase/decrease the match filtering threshold
+* `k`: toggle the visualization of keypoints
+* `q`: quit
+
+Run the demo on 320x240 images running on the CPU:
+
+```sh
+./demo_superglue.py --resize 320 240 --force_cpu
+```
+
+The `--resize` flag can be used to resize the input image in three ways:
+
+1. `--resize` `width` `height` : will resize to exact `width` x `height` dimensions
+2. `--resize` `max_dimension` : will resize largest input image dimension to `max_dimension`
+3. `--resize` `-1` : will not resize (i.e. use original image dimensions)
+
+The default will resize images to `640x480`.
+
+### Run the demo on a directory of images
+
+The `--input` flag also accepts a path to a directory. We provide a directory of sample images from a sequence. To run the demo on the directory of images in `freiburg_sequence/` on a headless server (will not display to the screen) and write the output visualization images to `dump_demo_sequence/`:
+
+```sh
+./demo_superglue.py --input assets/freiburg_sequence/ --output_dir dump_demo_sequence --resize 320 240 --no_display
+```
+
+You should see this output on the sample Freiburg-TUM RGBD sequence:
+
+
+
+The matches are colored by their predicted confidence in a jet colormap (Red: more confident, Blue: less confident).
+
+### Additional useful command line parameters
+* Use `--image_glob` to change the image file extension (default: `*.png`, `*.jpg`, `*.jpeg`).
+* Use `--skip` to skip intermediate frames (default: `1`).
+* Use `--max_length` to cap the total number of frames processed (default: `1000000`).
+* Use `--show_keypoints` to visualize the detected keypoints (default: `False`).
+
+## Run Matching+Evaluation (`match_pairs.py`)
+
+This repo also contains a script `match_pairs.py` that runs the matching from a list of image pairs. With this script, you can:
+
+* Run the matcher on a set of image pairs (no ground truth needed)
+* Visualize the keypoints and matches, based on their confidence
+* Evaluate and visualize the match correctness, if the ground truth relative poses and intrinsics are provided
+* Save the keypoints, matches, and evaluation results for further processing
+* Collate evaluation results over many pairs and generate result tables
+
+### Matches only mode
+
+The simplest usage of this script will process the image pairs listed in a given text file and dump the keypoints and matches to compressed numpy `npz` files. We provide the challenging ScanNet pairs from the main paper in `assets/example_indoor_pairs/`. Running the following will run SuperPoint + SuperGlue on each image pair, and dump the results to `dump_match_pairs/`:
+
+```sh
+./match_pairs.py
+```
+
+The resulting `.npz` files can be read from Python as follows:
+
+```python
+>>> import numpy as np
+>>> path = 'dump_match_pairs/scene0711_00_frame-001680_scene0711_00_frame-001995_matches.npz'
+>>> npz = np.load(path)
+>>> npz.files
+['keypoints0', 'keypoints1', 'matches', 'match_confidence']
+>>> npz['keypoints0'].shape
+(382, 2)
+>>> npz['keypoints1'].shape
+(391, 2)
+>>> npz['matches'].shape
+(382,)
+>>> np.sum(npz['matches']>-1)
+115
+>>> npz['match_confidence'].shape
+(382,)
+```
+
+For each keypoint in `keypoints0`, the `matches` array indicates the index of the matching keypoint in `keypoints1`, or `-1` if the keypoint is unmatched.
+
+### Visualization mode
+
+You can add the flag `--viz` to dump image outputs which visualize the matches:
+
+```sh
+./match_pairs.py --viz
+```
+
+You should see images like this inside of `dump_match_pairs/` (or something very close to it, see this [note](#a-note-on-reproducibility)):
+
+
+
+The matches are colored by their predicted confidence in a jet colormap (Red: more confident, Blue: less confident).
+
+### Evaluation mode
+
+You can also estimate the pose using RANSAC + Essential Matrix decomposition and evaluate it if the ground truth relative poses and intrinsics are provided in the input `.txt` files. Each `.txt` file contains three key ground truth matrices: a 3x3 intrinsics matrix of image0: `K0`, a 3x3 intrinsics matrix of image1: `K1` , and a 4x4 matrix of the relative pose extrinsics `T_0to1`.
+
+To run the evaluation on the sample set of images (by default reading `assets/scannet_sample_pairs_with_gt.txt`), you can run:
+
+```sh
+./match_pairs.py --eval
+```
+
+
+Since you enabled `--eval`, you should see collated results printed to the terminal. For the example images provided, you should get the following numbers (or something very close to it, see this [note](#a-note-on-reproducibility)):
+
+```txt
+Evaluation Results (mean over 15 pairs):
+AUC@5 AUC@10 AUC@20 Prec MScore
+26.99 48.40 64.47 73.52 19.60
+```
+
+The resulting `.npz` files in `dump_match_pairs/` will now contain scalar values related to the evaluation, computed on the sample images provided. Here is what you should find in one of the generated evaluation files:
+
+```python
+>>> import numpy as np
+>>> path = 'dump_match_pairs/scene0711_00_frame-001680_scene0711_00_frame-001995_evaluation.npz'
+>>> npz = np.load(path)
+>>> print(npz.files)
+['error_t', 'error_R', 'precision', 'matching_score', 'num_correct', 'epipolar_errors']
+```
+
+You can also visualize the evaluation metrics by running the following command:
+
+```sh
+./match_pairs.py --eval --viz
+```
+
+You should also now see additional images in `dump_match_pairs/` which visualize the evaluation numbers (or something very close to it, see this [note](#a-note-on-reproducibility)):
+
+
+
+The top left corner of the image shows the pose error and number of inliers, while the lines are colored by their epipolar error computed with the ground truth relative pose (red: higher error, green: lower error).
+
+### Running on sample outdoor pairs
+
+
+ [Click to expand]
+
+In this repo, we also provide a few challenging Phototourism pairs, so that you can re-create some of the figures from the paper. Run this script to run matching and visualization (no ground truth is provided, see this [note](#reproducing-outdoor-evaluation-final-table)) on the provided pairs:
+
+```sh
+./match_pairs.py --resize 1600 --superglue outdoor --max_keypoints 2048 --nms_radius 3 --resize_float --input_dir assets/phototourism_sample_images/ --input_pairs assets/phototourism_sample_pairs.txt --output_dir dump_match_pairs_outdoor --viz
+```
+
+You should now image pairs such as these in `dump_match_pairs_outdoor/` (or something very close to it, see this [note](#a-note-on-reproducibility)):
+
+
+
+
+
+### Recommended settings for indoor / outdoor
+
+
+ [Click to expand]
+
+For **indoor** images, we recommend the following settings (these are the defaults):
+
+```sh
+./match_pairs.py --resize 640 --superglue indoor --max_keypoints 1024 --nms_radius 4
+```
+
+For **outdoor** images, we recommend the following settings:
+
+```sh
+./match_pairs.py --resize 1600 --superglue outdoor --max_keypoints 2048 --nms_radius 3 --resize_float
+```
+
+You can provide your own list of pairs `--input_pairs` for images contained in `--input_dir`. Images can be resized before network inference with `--resize`. If you are re-running the same evaluation many times, you can use the `--cache` flag to reuse old computation.
+
+
+### Test set pair file format explained
+
+
+ [Click to expand]
+
+We provide the list of ScanNet test pairs in `assets/scannet_test_pairs_with_gt.txt` (with ground truth) and Phototourism test pairs `assets/phototourism_test_pairs.txt` (without ground truth) used to evaluate the matching from the paper. Each line corresponds to one pair and is structured as follows:
+
+```
+path_image_A path_image_B exif_rotationA exif_rotationB [KA_0 ... KA_8] [KB_0 ... KB_8] [T_AB_0 ... T_AB_15]
+```
+
+The `path_image_A` and `path_image_B` entries are paths to image A and B, respectively. The `exif_rotation` is an integer in the range [0, 3] that comes from the original EXIF metadata associated with the image, where, 0: no rotation, 1: 90 degree clockwise, 2: 180 degree clockwise, 3: 270 degree clockwise. If the EXIF data is not known, you can just provide a zero here and no rotation will be performed. `KA` and `KB` are the flattened `3x3` matrices of image A and image B intrinsics. `T_AB` is a flattened `4x4` matrix of the extrinsics between the pair.
+
+
+### Reproducing the indoor evaluation on ScanNet
+
+
+ [Click to expand]
+
+We provide the groundtruth for ScanNet in our format in the file `assets/scannet_test_pairs_with_gt.txt` for convenience. In order to reproduce similar tables to what was in the paper, you will need to download the dataset (we do not provide the raw test images). To download the ScanNet dataset, do the following:
+
+1. Head to the [ScanNet](https://github.com/ScanNet/ScanNet) github repo to download the ScanNet test set (100 scenes).
+2. You will need to extract the raw sensor data from the 100 `.sens` files in each scene in the test set using the [SensReader](https://github.com/ScanNet/ScanNet/tree/master/SensReader) tool.
+
+Once the ScanNet dataset is downloaded in `~/data/scannet`, you can run the following:
+
+```sh
+./match_pairs.py --input_dir ~/data/scannet --input_pairs assets/scannet_test_pairs_with_gt.txt --output_dir dump_scannet_test_results --eval
+```
+
+You should get the following table for ScanNet (or something very close to it, see this [note](#a-note-on-reproducibility)):
+
+```txt
+Evaluation Results (mean over 1500 pairs):
+AUC@5 AUC@10 AUC@20 Prec MScore
+16.12 33.76 51.79 84.37 31.14
+```
+
+
+
+### Reproducing the outdoor evaluation on YFCC
+
+
+ [Click to expand]
+
+We provide the groundtruth for YFCC in our format in the file `assets/yfcc_test_pairs_with_gt.txt` for convenience. In order to reproduce similar tables to what was in the paper, you will need to download the dataset (we do not provide the raw test images). To download the YFCC dataset, you can use the [OANet](https://github.com/zjhthu/OANet) repo:
+
+```sh
+git clone https://github.com/zjhthu/OANet
+cd OANet
+bash download_data.sh raw_data raw_data_yfcc.tar.gz 0 8
+tar -xvf raw_data_yfcc.tar.gz
+mv raw_data/yfcc100m ~/data
+```
+
+Once the YFCC dataset is downloaded in `~/data/yfcc100m`, you can run the following:
+
+```sh
+./match_pairs.py --input_dir ~/data/yfcc100m --input_pairs assets/yfcc_test_pairs_with_gt.txt --output_dir dump_yfcc_test_results --eval --resize 1600 --superglue outdoor --max_keypoints 2048 --nms_radius 3 --resize_float
+```
+
+You should get the following table for YFCC (or something very close to it, see this [note](#a-note-on-reproducibility)):
+
+```txt
+Evaluation Results (mean over 4000 pairs):
+AUC@5 AUC@10 AUC@20 Prec MScore
+39.02 59.51 75.72 98.72 23.61
+```
+
+
+
+### Reproducing outdoor evaluation on Phototourism
+
+
+ [Click to expand]
+
+The Phototourism results shown in the paper were produced using similar data as the test set from the [Image Matching Challenge 2020](https://vision.uvic.ca/image-matching-challenge/), which holds the ground truth data private for the test set. We list the pairs we used in `assets/phototourism_test_pairs.txt`. To reproduce similar numbers on this test set, please submit to the challenge benchmark. While the challenge is still live, we cannot share the test set publically since we want to help maintain the integrity of the challenge.
+
+
+
+### Correcting EXIF rotation data in YFCC and Phototourism
+
+
+ [Click to expand]
+
+In this repo, we provide manually corrected the EXIF rotation data for the outdoor evaluations on YFCC and Phototourism. For the YFCC dataset we found 7 images with incorrect EXIF rotation flags, resulting in 148 pairs out of 4000 being corrected. For Phototourism, we found 36 images with incorrect EXIF rotation flags, resulting in 212 out of 2200 pairs being corrected.
+
+The SuperGlue paper reports the results of SuperGlue **without** the corrected rotations, while the numbers in this README are reported **with** the corrected rotations. We found that our final conclusions from the evaluation still hold with or without the corrected rotations. For backwards compatability, we included the original, uncorrected EXIF rotation data in `assets/phototourism_test_pairs_original.txt` and `assets/yfcc_test_pairs_with_gt_original.txt` respectively.
+
+
+
+### Outdoor training / validation scene splits of MegaDepth
+
+
+ [Click to expand]
+
+For training and validation of the outdoor model, we used scenes from the [MegaDepth dataset](http://www.cs.cornell.edu/projects/megadepth/). We provide the list of scenes used to train the outdoor model in the `assets/` directory:
+
+* Training set: `assets/megadepth_train_scenes.txt`
+* Validation set: `assets/megadepth_validation_scenes.txt`
+
+
+
+### A note on reproducibility
+
+
+ [Click to expand]
+
+After simplifying the model code and evaluation code and preparing it for release, we made some improvements and tweaks that result in slightly different numbers than what was reported in the paper. The numbers and figures reported in the README were done using Ubuntu 16.04, OpenCV 3.4.5, and PyTorch 1.1.0. Even with matching the library versions, we observed some slight differences across Mac and Ubuntu, which we believe are due to differences in OpenCV's image resize function implementation and randomization of RANSAC.
+
+
+### Creating high-quality PDF visualizations and faster visualization with --fast_viz
+
+
+ [Click to expand]
+
+When generating output images with `match_pairs.py`, the default `--viz` flag uses a Matplotlib renderer which allows for the generation of camera-ready PDF visualizations if you additionally use `--viz_extension pdf` instead of the default png extension.
+
+```
+./match_pairs.py --viz --viz_extension pdf
+```
+
+Alternatively, you might want to save visualization images but have the generation be much faster. You can use the `--fast_viz` flag to use an OpenCV-based image renderer as follows:
+
+```
+./match_pairs.py --viz --fast_viz
+```
+
+If you would also like an OpenCV display window to preview the results (you must use non-pdf output and use fast_fiz), simply run:
+
+```
+./match_pairs.py --viz --fast_viz --opencv_display
+```
+
+
+
+
+## BibTeX Citation
+If you use any ideas from the paper or code from this repo, please consider citing:
+
+```txt
+@inproceedings{sarlin20superglue,
+ author = {Paul-Edouard Sarlin and
+ Daniel DeTone and
+ Tomasz Malisiewicz and
+ Andrew Rabinovich},
+ title = {{SuperGlue}: Learning Feature Matching with Graph Neural Networks},
+ booktitle = {CVPR},
+ year = {2020},
+ url = {https://arxiv.org/abs/1911.11763}
+}
+```
+
+## Additional Notes
+* For the demo, we found that the keyboard interaction works well with OpenCV 4.1.2.30, older versions were less responsive and the newest version had a [OpenCV bug on Mac](https://stackoverflow.com/questions/60032540/opencv-cv2-imshow-is-not-working-because-of-the-qt)
+* We generally do not recommend to run SuperPoint+SuperGlue below 160x120 resolution (QQVGA) and above 2000x1500
+* We do not intend to release the SuperGlue training code.
+* We do not intend to release the SIFT-based or homography SuperGlue models.
+
+## Legal Disclaimer
+Magic Leap is proud to provide its latest samples, toolkits, and research projects on Github to foster development and gather feedback from the spatial computing community. Use of the resources within this repo is subject to (a) the license(s) included herein, or (b) if no license is included, Magic Leap's [Developer Agreement](https://id.magicleap.com/terms/developer), which is available on our [Developer Portal](https://developer.magicleap.com/).
+If you need more, just ask on the [forums](https://forum.magicleap.com/hc/en-us/community/topics)!
+We're thrilled to be part of a well-meaning, friendly and welcoming community of millions.
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diff --git a/third_party/SuperGluePretrainedNetwork/assets/scannet_test_pairs_with_gt.txt b/third_party/SuperGluePretrainedNetwork/assets/scannet_test_pairs_with_gt.txt
new file mode 100644
index 0000000000000000000000000000000000000000..79e01cb74ceacbdc50b75840ca2e5895bb87139f
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/assets/scannet_test_pairs_with_gt.txt
@@ -0,0 +1,1500 @@
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diff --git a/third_party/SuperGluePretrainedNetwork/assets/yfcc_test_pairs_with_gt_original.txt b/third_party/SuperGluePretrainedNetwork/assets/yfcc_test_pairs_with_gt_original.txt
new file mode 100644
index 0000000000000000000000000000000000000000..46182771c761f1059a37bf0ba7583c3d789ffdd1
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/assets/yfcc_test_pairs_with_gt_original.txt
@@ -0,0 +1,4000 @@
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diff --git a/third_party/SuperGluePretrainedNetwork/demo_superglue.py b/third_party/SuperGluePretrainedNetwork/demo_superglue.py
new file mode 100644
index 0000000000000000000000000000000000000000..32d4ad3c7df1b7da141c4c6aa51f871a7d756aaf
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/demo_superglue.py
@@ -0,0 +1,259 @@
+#! /usr/bin/env python3
+#
+# %BANNER_BEGIN%
+# ---------------------------------------------------------------------
+# %COPYRIGHT_BEGIN%
+#
+# Magic Leap, Inc. ("COMPANY") CONFIDENTIAL
+#
+# Unpublished Copyright (c) 2020
+# Magic Leap, Inc., All Rights Reserved.
+#
+# NOTICE: All information contained herein is, and remains the property
+# of COMPANY. The intellectual and technical concepts contained herein
+# are proprietary to COMPANY and may be covered by U.S. and Foreign
+# Patents, patents in process, and are protected by trade secret or
+# copyright law. Dissemination of this information or reproduction of
+# this material is strictly forbidden unless prior written permission is
+# obtained from COMPANY. Access to the source code contained herein is
+# hereby forbidden to anyone except current COMPANY employees, managers
+# or contractors who have executed Confidentiality and Non-disclosure
+# agreements explicitly covering such access.
+#
+# The copyright notice above does not evidence any actual or intended
+# publication or disclosure of this source code, which includes
+# information that is confidential and/or proprietary, and is a trade
+# secret, of COMPANY. ANY REPRODUCTION, MODIFICATION, DISTRIBUTION,
+# PUBLIC PERFORMANCE, OR PUBLIC DISPLAY OF OR THROUGH USE OF THIS
+# SOURCE CODE WITHOUT THE EXPRESS WRITTEN CONSENT OF COMPANY IS
+# STRICTLY PROHIBITED, AND IN VIOLATION OF APPLICABLE LAWS AND
+# INTERNATIONAL TREATIES. THE RECEIPT OR POSSESSION OF THIS SOURCE
+# CODE AND/OR RELATED INFORMATION DOES NOT CONVEY OR IMPLY ANY RIGHTS
+# TO REPRODUCE, DISCLOSE OR DISTRIBUTE ITS CONTENTS, OR TO MANUFACTURE,
+# USE, OR SELL ANYTHING THAT IT MAY DESCRIBE, IN WHOLE OR IN PART.
+#
+# %COPYRIGHT_END%
+# ----------------------------------------------------------------------
+# %AUTHORS_BEGIN%
+#
+# Originating Authors: Paul-Edouard Sarlin
+# Daniel DeTone
+# Tomasz Malisiewicz
+#
+# %AUTHORS_END%
+# --------------------------------------------------------------------*/
+# %BANNER_END%
+
+from pathlib import Path
+import argparse
+import cv2
+import matplotlib.cm as cm
+import torch
+
+from models.matching import Matching
+from models.utils import (AverageTimer, VideoStreamer,
+ make_matching_plot_fast, frame2tensor)
+
+torch.set_grad_enabled(False)
+
+
+if __name__ == '__main__':
+ parser = argparse.ArgumentParser(
+ description='SuperGlue demo',
+ formatter_class=argparse.ArgumentDefaultsHelpFormatter)
+ parser.add_argument(
+ '--input', type=str, default='0',
+ help='ID of a USB webcam, URL of an IP camera, '
+ 'or path to an image directory or movie file')
+ parser.add_argument(
+ '--output_dir', type=str, default=None,
+ help='Directory where to write output frames (If None, no output)')
+
+ parser.add_argument(
+ '--image_glob', type=str, nargs='+', default=['*.png', '*.jpg', '*.jpeg'],
+ help='Glob if a directory of images is specified')
+ parser.add_argument(
+ '--skip', type=int, default=1,
+ help='Images to skip if input is a movie or directory')
+ parser.add_argument(
+ '--max_length', type=int, default=1000000,
+ help='Maximum length if input is a movie or directory')
+ parser.add_argument(
+ '--resize', type=int, nargs='+', default=[640, 480],
+ help='Resize the input image before running inference. If two numbers, '
+ 'resize to the exact dimensions, if one number, resize the max '
+ 'dimension, if -1, do not resize')
+
+ parser.add_argument(
+ '--superglue', choices={'indoor', 'outdoor'}, default='indoor',
+ help='SuperGlue weights')
+ parser.add_argument(
+ '--max_keypoints', type=int, default=-1,
+ help='Maximum number of keypoints detected by Superpoint'
+ ' (\'-1\' keeps all keypoints)')
+ parser.add_argument(
+ '--keypoint_threshold', type=float, default=0.005,
+ help='SuperPoint keypoint detector confidence threshold')
+ parser.add_argument(
+ '--nms_radius', type=int, default=4,
+ help='SuperPoint Non Maximum Suppression (NMS) radius'
+ ' (Must be positive)')
+ parser.add_argument(
+ '--sinkhorn_iterations', type=int, default=20,
+ help='Number of Sinkhorn iterations performed by SuperGlue')
+ parser.add_argument(
+ '--match_threshold', type=float, default=0.2,
+ help='SuperGlue match threshold')
+
+ parser.add_argument(
+ '--show_keypoints', action='store_true',
+ help='Show the detected keypoints')
+ parser.add_argument(
+ '--no_display', action='store_true',
+ help='Do not display images to screen. Useful if running remotely')
+ parser.add_argument(
+ '--force_cpu', action='store_true',
+ help='Force pytorch to run in CPU mode.')
+
+ opt = parser.parse_args()
+ print(opt)
+
+ if len(opt.resize) == 2 and opt.resize[1] == -1:
+ opt.resize = opt.resize[0:1]
+ if len(opt.resize) == 2:
+ print('Will resize to {}x{} (WxH)'.format(
+ opt.resize[0], opt.resize[1]))
+ elif len(opt.resize) == 1 and opt.resize[0] > 0:
+ print('Will resize max dimension to {}'.format(opt.resize[0]))
+ elif len(opt.resize) == 1:
+ print('Will not resize images')
+ else:
+ raise ValueError('Cannot specify more than two integers for --resize')
+
+ device = 'cuda' if torch.cuda.is_available() and not opt.force_cpu else 'cpu'
+ print('Running inference on device \"{}\"'.format(device))
+ config = {
+ 'superpoint': {
+ 'nms_radius': opt.nms_radius,
+ 'keypoint_threshold': opt.keypoint_threshold,
+ 'max_keypoints': opt.max_keypoints
+ },
+ 'superglue': {
+ 'weights': opt.superglue,
+ 'sinkhorn_iterations': opt.sinkhorn_iterations,
+ 'match_threshold': opt.match_threshold,
+ }
+ }
+ matching = Matching(config).eval().to(device)
+ keys = ['keypoints', 'scores', 'descriptors']
+
+ vs = VideoStreamer(opt.input, opt.resize, opt.skip,
+ opt.image_glob, opt.max_length)
+ frame, ret = vs.next_frame()
+ assert ret, 'Error when reading the first frame (try different --input?)'
+
+ frame_tensor = frame2tensor(frame, device)
+ last_data = matching.superpoint({'image': frame_tensor})
+ last_data = {k+'0': last_data[k] for k in keys}
+ last_data['image0'] = frame_tensor
+ last_frame = frame
+ last_image_id = 0
+
+ if opt.output_dir is not None:
+ print('==> Will write outputs to {}'.format(opt.output_dir))
+ Path(opt.output_dir).mkdir(exist_ok=True)
+
+ # Create a window to display the demo.
+ if not opt.no_display:
+ cv2.namedWindow('SuperGlue matches', cv2.WINDOW_NORMAL)
+ cv2.resizeWindow('SuperGlue matches', 640*2, 480)
+ else:
+ print('Skipping visualization, will not show a GUI.')
+
+ # Print the keyboard help menu.
+ print('==> Keyboard control:\n'
+ '\tn: select the current frame as the anchor\n'
+ '\te/r: increase/decrease the keypoint confidence threshold\n'
+ '\td/f: increase/decrease the match filtering threshold\n'
+ '\tk: toggle the visualization of keypoints\n'
+ '\tq: quit')
+
+ timer = AverageTimer()
+
+ while True:
+ frame, ret = vs.next_frame()
+ if not ret:
+ print('Finished demo_superglue.py')
+ break
+ timer.update('data')
+ stem0, stem1 = last_image_id, vs.i - 1
+
+ frame_tensor = frame2tensor(frame, device)
+ pred = matching({**last_data, 'image1': frame_tensor})
+ kpts0 = last_data['keypoints0'][0].cpu().numpy()
+ kpts1 = pred['keypoints1'][0].cpu().numpy()
+ matches = pred['matches0'][0].cpu().numpy()
+ confidence = pred['matching_scores0'][0].cpu().numpy()
+ timer.update('forward')
+
+ valid = matches > -1
+ mkpts0 = kpts0[valid]
+ mkpts1 = kpts1[matches[valid]]
+ color = cm.jet(confidence[valid])
+ text = [
+ 'SuperGlue',
+ 'Keypoints: {}:{}'.format(len(kpts0), len(kpts1)),
+ 'Matches: {}'.format(len(mkpts0))
+ ]
+ k_thresh = matching.superpoint.config['keypoint_threshold']
+ m_thresh = matching.superglue.config['match_threshold']
+ small_text = [
+ 'Keypoint Threshold: {:.4f}'.format(k_thresh),
+ 'Match Threshold: {:.2f}'.format(m_thresh),
+ 'Image Pair: {:06}:{:06}'.format(stem0, stem1),
+ ]
+ out = make_matching_plot_fast(
+ last_frame, frame, kpts0, kpts1, mkpts0, mkpts1, color, text,
+ path=None, show_keypoints=opt.show_keypoints, small_text=small_text)
+
+ if not opt.no_display:
+ cv2.imshow('SuperGlue matches', out)
+ key = chr(cv2.waitKey(1) & 0xFF)
+ if key == 'q':
+ vs.cleanup()
+ print('Exiting (via q) demo_superglue.py')
+ break
+ elif key == 'n': # set the current frame as anchor
+ last_data = {k+'0': pred[k+'1'] for k in keys}
+ last_data['image0'] = frame_tensor
+ last_frame = frame
+ last_image_id = (vs.i - 1)
+ elif key in ['e', 'r']:
+ # Increase/decrease keypoint threshold by 10% each keypress.
+ d = 0.1 * (-1 if key == 'e' else 1)
+ matching.superpoint.config['keypoint_threshold'] = min(max(
+ 0.0001, matching.superpoint.config['keypoint_threshold']*(1+d)), 1)
+ print('\nChanged the keypoint threshold to {:.4f}'.format(
+ matching.superpoint.config['keypoint_threshold']))
+ elif key in ['d', 'f']:
+ # Increase/decrease match threshold by 0.05 each keypress.
+ d = 0.05 * (-1 if key == 'd' else 1)
+ matching.superglue.config['match_threshold'] = min(max(
+ 0.05, matching.superglue.config['match_threshold']+d), .95)
+ print('\nChanged the match threshold to {:.2f}'.format(
+ matching.superglue.config['match_threshold']))
+ elif key == 'k':
+ opt.show_keypoints = not opt.show_keypoints
+
+ timer.update('viz')
+ timer.print()
+
+ if opt.output_dir is not None:
+ #stem = 'matches_{:06}_{:06}'.format(last_image_id, vs.i-1)
+ stem = 'matches_{:06}_{:06}'.format(stem0, stem1)
+ out_file = str(Path(opt.output_dir, stem + '.png'))
+ print('\nWriting image to {}'.format(out_file))
+ cv2.imwrite(out_file, out)
+
+ cv2.destroyAllWindows()
+ vs.cleanup()
diff --git a/third_party/SuperGluePretrainedNetwork/match_pairs.py b/third_party/SuperGluePretrainedNetwork/match_pairs.py
new file mode 100644
index 0000000000000000000000000000000000000000..7079687cf69fd71d810ec80442548ad2a7b869e0
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/match_pairs.py
@@ -0,0 +1,425 @@
+#! /usr/bin/env python3
+#
+# %BANNER_BEGIN%
+# ---------------------------------------------------------------------
+# %COPYRIGHT_BEGIN%
+#
+# Magic Leap, Inc. ("COMPANY") CONFIDENTIAL
+#
+# Unpublished Copyright (c) 2020
+# Magic Leap, Inc., All Rights Reserved.
+#
+# NOTICE: All information contained herein is, and remains the property
+# of COMPANY. The intellectual and technical concepts contained herein
+# are proprietary to COMPANY and may be covered by U.S. and Foreign
+# Patents, patents in process, and are protected by trade secret or
+# copyright law. Dissemination of this information or reproduction of
+# this material is strictly forbidden unless prior written permission is
+# obtained from COMPANY. Access to the source code contained herein is
+# hereby forbidden to anyone except current COMPANY employees, managers
+# or contractors who have executed Confidentiality and Non-disclosure
+# agreements explicitly covering such access.
+#
+# The copyright notice above does not evidence any actual or intended
+# publication or disclosure of this source code, which includes
+# information that is confidential and/or proprietary, and is a trade
+# secret, of COMPANY. ANY REPRODUCTION, MODIFICATION, DISTRIBUTION,
+# PUBLIC PERFORMANCE, OR PUBLIC DISPLAY OF OR THROUGH USE OF THIS
+# SOURCE CODE WITHOUT THE EXPRESS WRITTEN CONSENT OF COMPANY IS
+# STRICTLY PROHIBITED, AND IN VIOLATION OF APPLICABLE LAWS AND
+# INTERNATIONAL TREATIES. THE RECEIPT OR POSSESSION OF THIS SOURCE
+# CODE AND/OR RELATED INFORMATION DOES NOT CONVEY OR IMPLY ANY RIGHTS
+# TO REPRODUCE, DISCLOSE OR DISTRIBUTE ITS CONTENTS, OR TO MANUFACTURE,
+# USE, OR SELL ANYTHING THAT IT MAY DESCRIBE, IN WHOLE OR IN PART.
+#
+# %COPYRIGHT_END%
+# ----------------------------------------------------------------------
+# %AUTHORS_BEGIN%
+#
+# Originating Authors: Paul-Edouard Sarlin
+# Daniel DeTone
+# Tomasz Malisiewicz
+#
+# %AUTHORS_END%
+# --------------------------------------------------------------------*/
+# %BANNER_END%
+
+from pathlib import Path
+import argparse
+import random
+import numpy as np
+import matplotlib.cm as cm
+import torch
+
+
+from models.matching import Matching
+from models.utils import (compute_pose_error, compute_epipolar_error,
+ estimate_pose, make_matching_plot,
+ error_colormap, AverageTimer, pose_auc, read_image,
+ rotate_intrinsics, rotate_pose_inplane,
+ scale_intrinsics)
+
+torch.set_grad_enabled(False)
+
+
+if __name__ == '__main__':
+ parser = argparse.ArgumentParser(
+ description='Image pair matching and pose evaluation with SuperGlue',
+ formatter_class=argparse.ArgumentDefaultsHelpFormatter)
+
+ parser.add_argument(
+ '--input_pairs', type=str, default='assets/scannet_sample_pairs_with_gt.txt',
+ help='Path to the list of image pairs')
+ parser.add_argument(
+ '--input_dir', type=str, default='assets/scannet_sample_images/',
+ help='Path to the directory that contains the images')
+ parser.add_argument(
+ '--output_dir', type=str, default='dump_match_pairs/',
+ help='Path to the directory in which the .npz results and optionally,'
+ 'the visualization images are written')
+
+ parser.add_argument(
+ '--max_length', type=int, default=-1,
+ help='Maximum number of pairs to evaluate')
+ parser.add_argument(
+ '--resize', type=int, nargs='+', default=[640, 480],
+ help='Resize the input image before running inference. If two numbers, '
+ 'resize to the exact dimensions, if one number, resize the max '
+ 'dimension, if -1, do not resize')
+ parser.add_argument(
+ '--resize_float', action='store_true',
+ help='Resize the image after casting uint8 to float')
+
+ parser.add_argument(
+ '--superglue', choices={'indoor', 'outdoor'}, default='indoor',
+ help='SuperGlue weights')
+ parser.add_argument(
+ '--max_keypoints', type=int, default=1024,
+ help='Maximum number of keypoints detected by Superpoint'
+ ' (\'-1\' keeps all keypoints)')
+ parser.add_argument(
+ '--keypoint_threshold', type=float, default=0.005,
+ help='SuperPoint keypoint detector confidence threshold')
+ parser.add_argument(
+ '--nms_radius', type=int, default=4,
+ help='SuperPoint Non Maximum Suppression (NMS) radius'
+ ' (Must be positive)')
+ parser.add_argument(
+ '--sinkhorn_iterations', type=int, default=20,
+ help='Number of Sinkhorn iterations performed by SuperGlue')
+ parser.add_argument(
+ '--match_threshold', type=float, default=0.2,
+ help='SuperGlue match threshold')
+
+ parser.add_argument(
+ '--viz', action='store_true',
+ help='Visualize the matches and dump the plots')
+ parser.add_argument(
+ '--eval', action='store_true',
+ help='Perform the evaluation'
+ ' (requires ground truth pose and intrinsics)')
+ parser.add_argument(
+ '--fast_viz', action='store_true',
+ help='Use faster image visualization with OpenCV instead of Matplotlib')
+ parser.add_argument(
+ '--cache', action='store_true',
+ help='Skip the pair if output .npz files are already found')
+ parser.add_argument(
+ '--show_keypoints', action='store_true',
+ help='Plot the keypoints in addition to the matches')
+ parser.add_argument(
+ '--viz_extension', type=str, default='png', choices=['png', 'pdf'],
+ help='Visualization file extension. Use pdf for highest-quality.')
+ parser.add_argument(
+ '--opencv_display', action='store_true',
+ help='Visualize via OpenCV before saving output images')
+ parser.add_argument(
+ '--shuffle', action='store_true',
+ help='Shuffle ordering of pairs before processing')
+ parser.add_argument(
+ '--force_cpu', action='store_true',
+ help='Force pytorch to run in CPU mode.')
+
+ opt = parser.parse_args()
+ print(opt)
+
+ assert not (opt.opencv_display and not opt.viz), 'Must use --viz with --opencv_display'
+ assert not (opt.opencv_display and not opt.fast_viz), 'Cannot use --opencv_display without --fast_viz'
+ assert not (opt.fast_viz and not opt.viz), 'Must use --viz with --fast_viz'
+ assert not (opt.fast_viz and opt.viz_extension == 'pdf'), 'Cannot use pdf extension with --fast_viz'
+
+ if len(opt.resize) == 2 and opt.resize[1] == -1:
+ opt.resize = opt.resize[0:1]
+ if len(opt.resize) == 2:
+ print('Will resize to {}x{} (WxH)'.format(
+ opt.resize[0], opt.resize[1]))
+ elif len(opt.resize) == 1 and opt.resize[0] > 0:
+ print('Will resize max dimension to {}'.format(opt.resize[0]))
+ elif len(opt.resize) == 1:
+ print('Will not resize images')
+ else:
+ raise ValueError('Cannot specify more than two integers for --resize')
+
+ with open(opt.input_pairs, 'r') as f:
+ pairs = [l.split() for l in f.readlines()]
+
+ if opt.max_length > -1:
+ pairs = pairs[0:np.min([len(pairs), opt.max_length])]
+
+ if opt.shuffle:
+ random.Random(0).shuffle(pairs)
+
+ if opt.eval:
+ if not all([len(p) == 38 for p in pairs]):
+ raise ValueError(
+ 'All pairs should have ground truth info for evaluation.'
+ 'File \"{}\" needs 38 valid entries per row'.format(opt.input_pairs))
+
+ # Load the SuperPoint and SuperGlue models.
+ device = 'cuda' if torch.cuda.is_available() and not opt.force_cpu else 'cpu'
+ print('Running inference on device \"{}\"'.format(device))
+ config = {
+ 'superpoint': {
+ 'nms_radius': opt.nms_radius,
+ 'keypoint_threshold': opt.keypoint_threshold,
+ 'max_keypoints': opt.max_keypoints
+ },
+ 'superglue': {
+ 'weights': opt.superglue,
+ 'sinkhorn_iterations': opt.sinkhorn_iterations,
+ 'match_threshold': opt.match_threshold,
+ }
+ }
+ matching = Matching(config).eval().to(device)
+
+ # Create the output directories if they do not exist already.
+ input_dir = Path(opt.input_dir)
+ print('Looking for data in directory \"{}\"'.format(input_dir))
+ output_dir = Path(opt.output_dir)
+ output_dir.mkdir(exist_ok=True, parents=True)
+ print('Will write matches to directory \"{}\"'.format(output_dir))
+ if opt.eval:
+ print('Will write evaluation results',
+ 'to directory \"{}\"'.format(output_dir))
+ if opt.viz:
+ print('Will write visualization images to',
+ 'directory \"{}\"'.format(output_dir))
+
+ timer = AverageTimer(newline=True)
+ for i, pair in enumerate(pairs):
+ name0, name1 = pair[:2]
+ stem0, stem1 = Path(name0).stem, Path(name1).stem
+ matches_path = output_dir / '{}_{}_matches.npz'.format(stem0, stem1)
+ eval_path = output_dir / '{}_{}_evaluation.npz'.format(stem0, stem1)
+ viz_path = output_dir / '{}_{}_matches.{}'.format(stem0, stem1, opt.viz_extension)
+ viz_eval_path = output_dir / \
+ '{}_{}_evaluation.{}'.format(stem0, stem1, opt.viz_extension)
+
+ # Handle --cache logic.
+ do_match = True
+ do_eval = opt.eval
+ do_viz = opt.viz
+ do_viz_eval = opt.eval and opt.viz
+ if opt.cache:
+ if matches_path.exists():
+ try:
+ results = np.load(matches_path)
+ except:
+ raise IOError('Cannot load matches .npz file: %s' %
+ matches_path)
+
+ kpts0, kpts1 = results['keypoints0'], results['keypoints1']
+ matches, conf = results['matches'], results['match_confidence']
+ do_match = False
+ if opt.eval and eval_path.exists():
+ try:
+ results = np.load(eval_path)
+ except:
+ raise IOError('Cannot load eval .npz file: %s' % eval_path)
+ err_R, err_t = results['error_R'], results['error_t']
+ precision = results['precision']
+ matching_score = results['matching_score']
+ num_correct = results['num_correct']
+ epi_errs = results['epipolar_errors']
+ do_eval = False
+ if opt.viz and viz_path.exists():
+ do_viz = False
+ if opt.viz and opt.eval and viz_eval_path.exists():
+ do_viz_eval = False
+ timer.update('load_cache')
+
+ if not (do_match or do_eval or do_viz or do_viz_eval):
+ timer.print('Finished pair {:5} of {:5}'.format(i, len(pairs)))
+ continue
+
+ # If a rotation integer is provided (e.g. from EXIF data), use it:
+ if len(pair) >= 5:
+ rot0, rot1 = int(pair[2]), int(pair[3])
+ else:
+ rot0, rot1 = 0, 0
+
+ # Load the image pair.
+ image0, inp0, scales0 = read_image(
+ input_dir / name0, device, opt.resize, rot0, opt.resize_float)
+ image1, inp1, scales1 = read_image(
+ input_dir / name1, device, opt.resize, rot1, opt.resize_float)
+ if image0 is None or image1 is None:
+ print('Problem reading image pair: {} {}'.format(
+ input_dir/name0, input_dir/name1))
+ exit(1)
+ timer.update('load_image')
+
+ if do_match:
+ # Perform the matching.
+ pred = matching({'image0': inp0, 'image1': inp1})
+ pred = {k: v[0].cpu().numpy() for k, v in pred.items()}
+ kpts0, kpts1 = pred['keypoints0'], pred['keypoints1']
+ matches, conf = pred['matches0'], pred['matching_scores0']
+ timer.update('matcher')
+
+ # Write the matches to disk.
+ out_matches = {'keypoints0': kpts0, 'keypoints1': kpts1,
+ 'matches': matches, 'match_confidence': conf}
+ np.savez(str(matches_path), **out_matches)
+
+ # Keep the matching keypoints.
+ valid = matches > -1
+ mkpts0 = kpts0[valid]
+ mkpts1 = kpts1[matches[valid]]
+ mconf = conf[valid]
+
+ if do_eval:
+ # Estimate the pose and compute the pose error.
+ assert len(pair) == 38, 'Pair does not have ground truth info'
+ K0 = np.array(pair[4:13]).astype(float).reshape(3, 3)
+ K1 = np.array(pair[13:22]).astype(float).reshape(3, 3)
+ T_0to1 = np.array(pair[22:]).astype(float).reshape(4, 4)
+
+ # Scale the intrinsics to resized image.
+ K0 = scale_intrinsics(K0, scales0)
+ K1 = scale_intrinsics(K1, scales1)
+
+ # Update the intrinsics + extrinsics if EXIF rotation was found.
+ if rot0 != 0 or rot1 != 0:
+ cam0_T_w = np.eye(4)
+ cam1_T_w = T_0to1
+ if rot0 != 0:
+ K0 = rotate_intrinsics(K0, image0.shape, rot0)
+ cam0_T_w = rotate_pose_inplane(cam0_T_w, rot0)
+ if rot1 != 0:
+ K1 = rotate_intrinsics(K1, image1.shape, rot1)
+ cam1_T_w = rotate_pose_inplane(cam1_T_w, rot1)
+ cam1_T_cam0 = cam1_T_w @ np.linalg.inv(cam0_T_w)
+ T_0to1 = cam1_T_cam0
+
+ epi_errs = compute_epipolar_error(mkpts0, mkpts1, T_0to1, K0, K1)
+ correct = epi_errs < 5e-4
+ num_correct = np.sum(correct)
+ precision = np.mean(correct) if len(correct) > 0 else 0
+ matching_score = num_correct / len(kpts0) if len(kpts0) > 0 else 0
+
+ thresh = 1. # In pixels relative to resized image size.
+ ret = estimate_pose(mkpts0, mkpts1, K0, K1, thresh)
+ if ret is None:
+ err_t, err_R = np.inf, np.inf
+ else:
+ R, t, inliers = ret
+ err_t, err_R = compute_pose_error(T_0to1, R, t)
+
+ # Write the evaluation results to disk.
+ out_eval = {'error_t': err_t,
+ 'error_R': err_R,
+ 'precision': precision,
+ 'matching_score': matching_score,
+ 'num_correct': num_correct,
+ 'epipolar_errors': epi_errs}
+ np.savez(str(eval_path), **out_eval)
+ timer.update('eval')
+
+ if do_viz:
+ # Visualize the matches.
+ color = cm.jet(mconf)
+ text = [
+ 'SuperGlue',
+ 'Keypoints: {}:{}'.format(len(kpts0), len(kpts1)),
+ 'Matches: {}'.format(len(mkpts0)),
+ ]
+ if rot0 != 0 or rot1 != 0:
+ text.append('Rotation: {}:{}'.format(rot0, rot1))
+
+ # Display extra parameter info.
+ k_thresh = matching.superpoint.config['keypoint_threshold']
+ m_thresh = matching.superglue.config['match_threshold']
+ small_text = [
+ 'Keypoint Threshold: {:.4f}'.format(k_thresh),
+ 'Match Threshold: {:.2f}'.format(m_thresh),
+ 'Image Pair: {}:{}'.format(stem0, stem1),
+ ]
+
+ make_matching_plot(
+ image0, image1, kpts0, kpts1, mkpts0, mkpts1, color,
+ text, viz_path, opt.show_keypoints,
+ opt.fast_viz, opt.opencv_display, 'Matches', small_text)
+
+ timer.update('viz_match')
+
+ if do_viz_eval:
+ # Visualize the evaluation results for the image pair.
+ color = np.clip((epi_errs - 0) / (1e-3 - 0), 0, 1)
+ color = error_colormap(1 - color)
+ deg, delta = ' deg', 'Delta '
+ if not opt.fast_viz:
+ deg, delta = '°', '$\\Delta$'
+ e_t = 'FAIL' if np.isinf(err_t) else '{:.1f}{}'.format(err_t, deg)
+ e_R = 'FAIL' if np.isinf(err_R) else '{:.1f}{}'.format(err_R, deg)
+ text = [
+ 'SuperGlue',
+ '{}R: {}'.format(delta, e_R), '{}t: {}'.format(delta, e_t),
+ 'inliers: {}/{}'.format(num_correct, (matches > -1).sum()),
+ ]
+ if rot0 != 0 or rot1 != 0:
+ text.append('Rotation: {}:{}'.format(rot0, rot1))
+
+ # Display extra parameter info (only works with --fast_viz).
+ k_thresh = matching.superpoint.config['keypoint_threshold']
+ m_thresh = matching.superglue.config['match_threshold']
+ small_text = [
+ 'Keypoint Threshold: {:.4f}'.format(k_thresh),
+ 'Match Threshold: {:.2f}'.format(m_thresh),
+ 'Image Pair: {}:{}'.format(stem0, stem1),
+ ]
+
+ make_matching_plot(
+ image0, image1, kpts0, kpts1, mkpts0,
+ mkpts1, color, text, viz_eval_path,
+ opt.show_keypoints, opt.fast_viz,
+ opt.opencv_display, 'Relative Pose', small_text)
+
+ timer.update('viz_eval')
+
+ timer.print('Finished pair {:5} of {:5}'.format(i, len(pairs)))
+
+ if opt.eval:
+ # Collate the results into a final table and print to terminal.
+ pose_errors = []
+ precisions = []
+ matching_scores = []
+ for pair in pairs:
+ name0, name1 = pair[:2]
+ stem0, stem1 = Path(name0).stem, Path(name1).stem
+ eval_path = output_dir / \
+ '{}_{}_evaluation.npz'.format(stem0, stem1)
+ results = np.load(eval_path)
+ pose_error = np.maximum(results['error_t'], results['error_R'])
+ pose_errors.append(pose_error)
+ precisions.append(results['precision'])
+ matching_scores.append(results['matching_score'])
+ thresholds = [5, 10, 20]
+ aucs = pose_auc(pose_errors, thresholds)
+ aucs = [100.*yy for yy in aucs]
+ prec = 100.*np.mean(precisions)
+ ms = 100.*np.mean(matching_scores)
+ print('Evaluation Results (mean over {} pairs):'.format(len(pairs)))
+ print('AUC@5\t AUC@10\t AUC@20\t Prec\t MScore\t')
+ print('{:.2f}\t {:.2f}\t {:.2f}\t {:.2f}\t {:.2f}\t'.format(
+ aucs[0], aucs[1], aucs[2], prec, ms))
diff --git a/third_party/SuperGluePretrainedNetwork/models/__init__.py b/third_party/SuperGluePretrainedNetwork/models/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/third_party/SuperGluePretrainedNetwork/models/matching.py b/third_party/SuperGluePretrainedNetwork/models/matching.py
new file mode 100644
index 0000000000000000000000000000000000000000..5d174208d146373230a8a68dd1420fc59c180633
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/matching.py
@@ -0,0 +1,84 @@
+# %BANNER_BEGIN%
+# ---------------------------------------------------------------------
+# %COPYRIGHT_BEGIN%
+#
+# Magic Leap, Inc. ("COMPANY") CONFIDENTIAL
+#
+# Unpublished Copyright (c) 2020
+# Magic Leap, Inc., All Rights Reserved.
+#
+# NOTICE: All information contained herein is, and remains the property
+# of COMPANY. The intellectual and technical concepts contained herein
+# are proprietary to COMPANY and may be covered by U.S. and Foreign
+# Patents, patents in process, and are protected by trade secret or
+# copyright law. Dissemination of this information or reproduction of
+# this material is strictly forbidden unless prior written permission is
+# obtained from COMPANY. Access to the source code contained herein is
+# hereby forbidden to anyone except current COMPANY employees, managers
+# or contractors who have executed Confidentiality and Non-disclosure
+# agreements explicitly covering such access.
+#
+# The copyright notice above does not evidence any actual or intended
+# publication or disclosure of this source code, which includes
+# information that is confidential and/or proprietary, and is a trade
+# secret, of COMPANY. ANY REPRODUCTION, MODIFICATION, DISTRIBUTION,
+# PUBLIC PERFORMANCE, OR PUBLIC DISPLAY OF OR THROUGH USE OF THIS
+# SOURCE CODE WITHOUT THE EXPRESS WRITTEN CONSENT OF COMPANY IS
+# STRICTLY PROHIBITED, AND IN VIOLATION OF APPLICABLE LAWS AND
+# INTERNATIONAL TREATIES. THE RECEIPT OR POSSESSION OF THIS SOURCE
+# CODE AND/OR RELATED INFORMATION DOES NOT CONVEY OR IMPLY ANY RIGHTS
+# TO REPRODUCE, DISCLOSE OR DISTRIBUTE ITS CONTENTS, OR TO MANUFACTURE,
+# USE, OR SELL ANYTHING THAT IT MAY DESCRIBE, IN WHOLE OR IN PART.
+#
+# %COPYRIGHT_END%
+# ----------------------------------------------------------------------
+# %AUTHORS_BEGIN%
+#
+# Originating Authors: Paul-Edouard Sarlin
+#
+# %AUTHORS_END%
+# --------------------------------------------------------------------*/
+# %BANNER_END%
+
+import torch
+
+from .superpoint import SuperPoint
+from .superglue import SuperGlue
+
+
+class Matching(torch.nn.Module):
+ """ Image Matching Frontend (SuperPoint + SuperGlue) """
+ def __init__(self, config={}):
+ super().__init__()
+ self.superpoint = SuperPoint(config.get('superpoint', {}))
+ self.superglue = SuperGlue(config.get('superglue', {}))
+
+ def forward(self, data):
+ """ Run SuperPoint (optionally) and SuperGlue
+ SuperPoint is skipped if ['keypoints0', 'keypoints1'] exist in input
+ Args:
+ data: dictionary with minimal keys: ['image0', 'image1']
+ """
+ pred = {}
+
+ # Extract SuperPoint (keypoints, scores, descriptors) if not provided
+ if 'keypoints0' not in data:
+ pred0 = self.superpoint({'image': data['image0']})
+ pred = {**pred, **{k+'0': v for k, v in pred0.items()}}
+ if 'keypoints1' not in data:
+ pred1 = self.superpoint({'image': data['image1']})
+ pred = {**pred, **{k+'1': v for k, v in pred1.items()}}
+
+ # Batch all features
+ # We should either have i) one image per batch, or
+ # ii) the same number of local features for all images in the batch.
+ data = {**data, **pred}
+
+ for k in data:
+ if isinstance(data[k], (list, tuple)):
+ data[k] = torch.stack(data[k])
+
+ # Perform the matching
+ pred = {**pred, **self.superglue(data)}
+
+ return pred
diff --git a/third_party/SuperGluePretrainedNetwork/models/superglue.py b/third_party/SuperGluePretrainedNetwork/models/superglue.py
new file mode 100644
index 0000000000000000000000000000000000000000..5316234dee9be9cdc083e3b4bebe97a6e51e587d
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/superglue.py
@@ -0,0 +1,284 @@
+# %BANNER_BEGIN%
+# ---------------------------------------------------------------------
+# %COPYRIGHT_BEGIN%
+#
+# Magic Leap, Inc. ("COMPANY") CONFIDENTIAL
+#
+# Unpublished Copyright (c) 2020
+# Magic Leap, Inc., All Rights Reserved.
+#
+# NOTICE: All information contained herein is, and remains the property
+# of COMPANY. The intellectual and technical concepts contained herein
+# are proprietary to COMPANY and may be covered by U.S. and Foreign
+# Patents, patents in process, and are protected by trade secret or
+# copyright law. Dissemination of this information or reproduction of
+# this material is strictly forbidden unless prior written permission is
+# obtained from COMPANY. Access to the source code contained herein is
+# hereby forbidden to anyone except current COMPANY employees, managers
+# or contractors who have executed Confidentiality and Non-disclosure
+# agreements explicitly covering such access.
+#
+# The copyright notice above does not evidence any actual or intended
+# publication or disclosure of this source code, which includes
+# information that is confidential and/or proprietary, and is a trade
+# secret, of COMPANY. ANY REPRODUCTION, MODIFICATION, DISTRIBUTION,
+# PUBLIC PERFORMANCE, OR PUBLIC DISPLAY OF OR THROUGH USE OF THIS
+# SOURCE CODE WITHOUT THE EXPRESS WRITTEN CONSENT OF COMPANY IS
+# STRICTLY PROHIBITED, AND IN VIOLATION OF APPLICABLE LAWS AND
+# INTERNATIONAL TREATIES. THE RECEIPT OR POSSESSION OF THIS SOURCE
+# CODE AND/OR RELATED INFORMATION DOES NOT CONVEY OR IMPLY ANY RIGHTS
+# TO REPRODUCE, DISCLOSE OR DISTRIBUTE ITS CONTENTS, OR TO MANUFACTURE,
+# USE, OR SELL ANYTHING THAT IT MAY DESCRIBE, IN WHOLE OR IN PART.
+#
+# %COPYRIGHT_END%
+# ----------------------------------------------------------------------
+# %AUTHORS_BEGIN%
+#
+# Originating Authors: Paul-Edouard Sarlin
+#
+# %AUTHORS_END%
+# --------------------------------------------------------------------*/
+# %BANNER_END%
+
+from copy import deepcopy
+from pathlib import Path
+from typing import List, Tuple
+
+import torch
+from torch import nn
+
+
+def MLP(channels: List[int], do_bn: bool = True) -> nn.Module:
+ """ Multi-layer perceptron """
+ n = len(channels)
+ layers = []
+ for i in range(1, n):
+ layers.append(
+ nn.Conv1d(channels[i - 1], channels[i], kernel_size=1, bias=True))
+ if i < (n-1):
+ if do_bn:
+ layers.append(nn.BatchNorm1d(channels[i]))
+ layers.append(nn.ReLU())
+ return nn.Sequential(*layers)
+
+
+def normalize_keypoints(kpts, image_shape):
+ """ Normalize keypoints locations based on image image_shape"""
+ _, _, height, width = image_shape
+ one = kpts.new_tensor(1)
+ size = torch.stack([one*width, one*height])[None]
+ center = size / 2
+ scaling = size.max(1, keepdim=True).values * 0.7
+ return (kpts - center[:, None, :]) / scaling[:, None, :]
+
+
+class KeypointEncoder(nn.Module):
+ """ Joint encoding of visual appearance and location using MLPs"""
+ def __init__(self, feature_dim: int, layers: List[int]) -> None:
+ super().__init__()
+ self.encoder = MLP([3] + layers + [feature_dim])
+ nn.init.constant_(self.encoder[-1].bias, 0.0)
+
+ def forward(self, kpts, scores):
+ inputs = [kpts.transpose(1, 2), scores.unsqueeze(1)]
+ return self.encoder(torch.cat(inputs, dim=1))
+
+
+def attention(query: torch.Tensor, key: torch.Tensor, value: torch.Tensor) -> Tuple[torch.Tensor,torch.Tensor]:
+ dim = query.shape[1]
+ scores = torch.einsum('bdhn,bdhm->bhnm', query, key) / dim**.5
+ prob = torch.nn.functional.softmax(scores, dim=-1)
+ return torch.einsum('bhnm,bdhm->bdhn', prob, value), prob
+
+
+class MultiHeadedAttention(nn.Module):
+ """ Multi-head attention to increase model expressivitiy """
+ def __init__(self, num_heads: int, d_model: int):
+ super().__init__()
+ assert d_model % num_heads == 0
+ self.dim = d_model // num_heads
+ self.num_heads = num_heads
+ self.merge = nn.Conv1d(d_model, d_model, kernel_size=1)
+ self.proj = nn.ModuleList([deepcopy(self.merge) for _ in range(3)])
+
+ def forward(self, query: torch.Tensor, key: torch.Tensor, value: torch.Tensor) -> torch.Tensor:
+ batch_dim = query.size(0)
+ query, key, value = [l(x).view(batch_dim, self.dim, self.num_heads, -1)
+ for l, x in zip(self.proj, (query, key, value))]
+ x, _ = attention(query, key, value)
+ return self.merge(x.contiguous().view(batch_dim, self.dim*self.num_heads, -1))
+
+
+class AttentionalPropagation(nn.Module):
+ def __init__(self, feature_dim: int, num_heads: int):
+ super().__init__()
+ self.attn = MultiHeadedAttention(num_heads, feature_dim)
+ self.mlp = MLP([feature_dim*2, feature_dim*2, feature_dim])
+ nn.init.constant_(self.mlp[-1].bias, 0.0)
+
+ def forward(self, x: torch.Tensor, source: torch.Tensor) -> torch.Tensor:
+ message = self.attn(x, source, source)
+ return self.mlp(torch.cat([x, message], dim=1))
+
+
+class AttentionalGNN(nn.Module):
+ def __init__(self, feature_dim: int, layer_names: List[str]) -> None:
+ super().__init__()
+ self.layers = nn.ModuleList([
+ AttentionalPropagation(feature_dim, 4)
+ for _ in range(len(layer_names))])
+ self.names = layer_names
+
+ def forward(self, desc0: torch.Tensor, desc1: torch.Tensor) -> Tuple[torch.Tensor,torch.Tensor]:
+ for layer, name in zip(self.layers, self.names):
+ if name == 'cross':
+ src0, src1 = desc1, desc0
+ else: # if name == 'self':
+ src0, src1 = desc0, desc1
+ delta0, delta1 = layer(desc0, src0), layer(desc1, src1)
+ desc0, desc1 = (desc0 + delta0), (desc1 + delta1)
+ return desc0, desc1
+
+
+def log_sinkhorn_iterations(Z: torch.Tensor, log_mu: torch.Tensor, log_nu: torch.Tensor, iters: int) -> torch.Tensor:
+ """ Perform Sinkhorn Normalization in Log-space for stability"""
+ u, v = torch.zeros_like(log_mu), torch.zeros_like(log_nu)
+ for _ in range(iters):
+ u = log_mu - torch.logsumexp(Z + v.unsqueeze(1), dim=2)
+ v = log_nu - torch.logsumexp(Z + u.unsqueeze(2), dim=1)
+ return Z + u.unsqueeze(2) + v.unsqueeze(1)
+
+
+def log_optimal_transport(scores: torch.Tensor, alpha: torch.Tensor, iters: int) -> torch.Tensor:
+ """ Perform Differentiable Optimal Transport in Log-space for stability"""
+ b, m, n = scores.shape
+ one = scores.new_tensor(1)
+ ms, ns = (m*one).to(scores), (n*one).to(scores)
+
+ bins0 = alpha.expand(b, m, 1)
+ bins1 = alpha.expand(b, 1, n)
+ alpha = alpha.expand(b, 1, 1)
+
+ couplings = torch.cat([torch.cat([scores, bins0], -1),
+ torch.cat([bins1, alpha], -1)], 1)
+
+ norm = - (ms + ns).log()
+ log_mu = torch.cat([norm.expand(m), ns.log()[None] + norm])
+ log_nu = torch.cat([norm.expand(n), ms.log()[None] + norm])
+ log_mu, log_nu = log_mu[None].expand(b, -1), log_nu[None].expand(b, -1)
+
+ Z = log_sinkhorn_iterations(couplings, log_mu, log_nu, iters)
+ Z = Z - norm # multiply probabilities by M+N
+ return Z
+
+
+def arange_like(x, dim: int):
+ return x.new_ones(x.shape[dim]).cumsum(0) - 1 # traceable in 1.1
+
+
+class SuperGlue(nn.Module):
+ """SuperGlue feature matching middle-end
+
+ Given two sets of keypoints and locations, we determine the
+ correspondences by:
+ 1. Keypoint Encoding (normalization + visual feature and location fusion)
+ 2. Graph Neural Network with multiple self and cross-attention layers
+ 3. Final projection layer
+ 4. Optimal Transport Layer (a differentiable Hungarian matching algorithm)
+ 5. Thresholding matrix based on mutual exclusivity and a match_threshold
+
+ The correspondence ids use -1 to indicate non-matching points.
+
+ Paul-Edouard Sarlin, Daniel DeTone, Tomasz Malisiewicz, and Andrew
+ Rabinovich. SuperGlue: Learning Feature Matching with Graph Neural
+ Networks. In CVPR, 2020. https://arxiv.org/abs/1911.11763
+
+ """
+ default_config = {
+ 'descriptor_dim': 256,
+ 'weights': 'indoor',
+ 'keypoint_encoder': [32, 64, 128, 256],
+ 'GNN_layers': ['self', 'cross'] * 9,
+ 'sinkhorn_iterations': 100,
+ 'match_threshold': 0.2,
+ }
+
+ def __init__(self, config):
+ super().__init__()
+ self.config = {**self.default_config, **config}
+
+ self.kenc = KeypointEncoder(
+ self.config['descriptor_dim'], self.config['keypoint_encoder'])
+
+ self.gnn = AttentionalGNN(
+ feature_dim=self.config['descriptor_dim'], layer_names=self.config['GNN_layers'])
+
+ self.final_proj = nn.Conv1d(
+ self.config['descriptor_dim'], self.config['descriptor_dim'],
+ kernel_size=1, bias=True)
+
+ bin_score = torch.nn.Parameter(torch.tensor(1.))
+ self.register_parameter('bin_score', bin_score)
+
+ assert self.config['weights'] in ['indoor', 'outdoor']
+ path = Path(__file__).parent
+ path = path / 'weights/superglue_{}.pth'.format(self.config['weights'])
+ self.load_state_dict(torch.load(str(path)))
+ print('Loaded SuperGlue model (\"{}\" weights)'.format(
+ self.config['weights']))
+
+ def forward(self, data):
+ """Run SuperGlue on a pair of keypoints and descriptors"""
+ desc0, desc1 = data['descriptors0'], data['descriptors1']
+ kpts0, kpts1 = data['keypoints0'], data['keypoints1']
+
+ if kpts0.shape[1] == 0 or kpts1.shape[1] == 0: # no keypoints
+ shape0, shape1 = kpts0.shape[:-1], kpts1.shape[:-1]
+ return {
+ 'matches0': kpts0.new_full(shape0, -1, dtype=torch.int),
+ 'matches1': kpts1.new_full(shape1, -1, dtype=torch.int),
+ 'matching_scores0': kpts0.new_zeros(shape0),
+ 'matching_scores1': kpts1.new_zeros(shape1),
+ }
+
+ # Keypoint normalization.
+ kpts0 = normalize_keypoints(kpts0, data['image0'].shape)
+ kpts1 = normalize_keypoints(kpts1, data['image1'].shape)
+
+ # Keypoint MLP encoder.
+ desc0 = desc0 + self.kenc(kpts0, data['scores0'])
+ desc1 = desc1 + self.kenc(kpts1, data['scores1'])
+
+ # Multi-layer Transformer network.
+ desc0, desc1 = self.gnn(desc0, desc1)
+
+ # Final MLP projection.
+ mdesc0, mdesc1 = self.final_proj(desc0), self.final_proj(desc1)
+
+ # Compute matching descriptor distance.
+ scores = torch.einsum('bdn,bdm->bnm', mdesc0, mdesc1)
+ scores = scores / self.config['descriptor_dim']**.5
+
+ # Run the optimal transport.
+ scores = log_optimal_transport(
+ scores, self.bin_score,
+ iters=self.config['sinkhorn_iterations'])
+
+ # Get the matches with score above "match_threshold".
+ max0, max1 = scores[:, :-1, :-1].max(2), scores[:, :-1, :-1].max(1)
+ indices0, indices1 = max0.indices, max1.indices
+ mutual0 = arange_like(indices0, 1)[None] == indices1.gather(1, indices0)
+ mutual1 = arange_like(indices1, 1)[None] == indices0.gather(1, indices1)
+ zero = scores.new_tensor(0)
+ mscores0 = torch.where(mutual0, max0.values.exp(), zero)
+ mscores1 = torch.where(mutual1, mscores0.gather(1, indices1), zero)
+ valid0 = mutual0 & (mscores0 > self.config['match_threshold'])
+ valid1 = mutual1 & valid0.gather(1, indices1)
+ indices0 = torch.where(valid0, indices0, indices0.new_tensor(-1))
+ indices1 = torch.where(valid1, indices1, indices1.new_tensor(-1))
+ return {
+ 'matches0': indices0, # use -1 for invalid match
+ 'matches1': indices1, # use -1 for invalid match
+ 'matching_scores0': mscores0,
+ 'matching_scores1': mscores1,
+ }
diff --git a/third_party/SuperGluePretrainedNetwork/models/superpoint.py b/third_party/SuperGluePretrainedNetwork/models/superpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..b837d938f755850180ddc168e957742e874adacd
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/superpoint.py
@@ -0,0 +1,202 @@
+# %BANNER_BEGIN%
+# ---------------------------------------------------------------------
+# %COPYRIGHT_BEGIN%
+#
+# Magic Leap, Inc. ("COMPANY") CONFIDENTIAL
+#
+# Unpublished Copyright (c) 2020
+# Magic Leap, Inc., All Rights Reserved.
+#
+# NOTICE: All information contained herein is, and remains the property
+# of COMPANY. The intellectual and technical concepts contained herein
+# are proprietary to COMPANY and may be covered by U.S. and Foreign
+# Patents, patents in process, and are protected by trade secret or
+# copyright law. Dissemination of this information or reproduction of
+# this material is strictly forbidden unless prior written permission is
+# obtained from COMPANY. Access to the source code contained herein is
+# hereby forbidden to anyone except current COMPANY employees, managers
+# or contractors who have executed Confidentiality and Non-disclosure
+# agreements explicitly covering such access.
+#
+# The copyright notice above does not evidence any actual or intended
+# publication or disclosure of this source code, which includes
+# information that is confidential and/or proprietary, and is a trade
+# secret, of COMPANY. ANY REPRODUCTION, MODIFICATION, DISTRIBUTION,
+# PUBLIC PERFORMANCE, OR PUBLIC DISPLAY OF OR THROUGH USE OF THIS
+# SOURCE CODE WITHOUT THE EXPRESS WRITTEN CONSENT OF COMPANY IS
+# STRICTLY PROHIBITED, AND IN VIOLATION OF APPLICABLE LAWS AND
+# INTERNATIONAL TREATIES. THE RECEIPT OR POSSESSION OF THIS SOURCE
+# CODE AND/OR RELATED INFORMATION DOES NOT CONVEY OR IMPLY ANY RIGHTS
+# TO REPRODUCE, DISCLOSE OR DISTRIBUTE ITS CONTENTS, OR TO MANUFACTURE,
+# USE, OR SELL ANYTHING THAT IT MAY DESCRIBE, IN WHOLE OR IN PART.
+#
+# %COPYRIGHT_END%
+# ----------------------------------------------------------------------
+# %AUTHORS_BEGIN%
+#
+# Originating Authors: Paul-Edouard Sarlin
+#
+# %AUTHORS_END%
+# --------------------------------------------------------------------*/
+# %BANNER_END%
+
+from pathlib import Path
+import torch
+from torch import nn
+
+def simple_nms(scores, nms_radius: int):
+ """ Fast Non-maximum suppression to remove nearby points """
+ assert(nms_radius >= 0)
+
+ def max_pool(x):
+ return torch.nn.functional.max_pool2d(
+ x, kernel_size=nms_radius*2+1, stride=1, padding=nms_radius)
+
+ zeros = torch.zeros_like(scores)
+ max_mask = scores == max_pool(scores)
+ for _ in range(2):
+ supp_mask = max_pool(max_mask.float()) > 0
+ supp_scores = torch.where(supp_mask, zeros, scores)
+ new_max_mask = supp_scores == max_pool(supp_scores)
+ max_mask = max_mask | (new_max_mask & (~supp_mask))
+ return torch.where(max_mask, scores, zeros)
+
+
+def remove_borders(keypoints, scores, border: int, height: int, width: int):
+ """ Removes keypoints too close to the border """
+ mask_h = (keypoints[:, 0] >= border) & (keypoints[:, 0] < (height - border))
+ mask_w = (keypoints[:, 1] >= border) & (keypoints[:, 1] < (width - border))
+ mask = mask_h & mask_w
+ return keypoints[mask], scores[mask]
+
+
+def top_k_keypoints(keypoints, scores, k: int):
+ if k >= len(keypoints):
+ return keypoints, scores
+ scores, indices = torch.topk(scores, k, dim=0)
+ return keypoints[indices], scores
+
+
+def sample_descriptors(keypoints, descriptors, s: int = 8):
+ """ Interpolate descriptors at keypoint locations """
+ b, c, h, w = descriptors.shape
+ keypoints = keypoints - s / 2 + 0.5
+ keypoints /= torch.tensor([(w*s - s/2 - 0.5), (h*s - s/2 - 0.5)],
+ ).to(keypoints)[None]
+ keypoints = keypoints*2 - 1 # normalize to (-1, 1)
+ args = {'align_corners': True} if torch.__version__ >= '1.3' else {}
+ descriptors = torch.nn.functional.grid_sample(
+ descriptors, keypoints.view(b, 1, -1, 2), mode='bilinear', **args)
+ descriptors = torch.nn.functional.normalize(
+ descriptors.reshape(b, c, -1), p=2, dim=1)
+ return descriptors
+
+
+class SuperPoint(nn.Module):
+ """SuperPoint Convolutional Detector and Descriptor
+
+ SuperPoint: Self-Supervised Interest Point Detection and
+ Description. Daniel DeTone, Tomasz Malisiewicz, and Andrew
+ Rabinovich. In CVPRW, 2019. https://arxiv.org/abs/1712.07629
+
+ """
+ default_config = {
+ 'descriptor_dim': 256,
+ 'nms_radius': 4,
+ 'keypoint_threshold': 0.005,
+ 'max_keypoints': -1,
+ 'remove_borders': 4,
+ }
+
+ def __init__(self, config):
+ super().__init__()
+ self.config = {**self.default_config, **config}
+
+ self.relu = nn.ReLU(inplace=True)
+ self.pool = nn.MaxPool2d(kernel_size=2, stride=2)
+ c1, c2, c3, c4, c5 = 64, 64, 128, 128, 256
+
+ self.conv1a = nn.Conv2d(1, c1, kernel_size=3, stride=1, padding=1)
+ self.conv1b = nn.Conv2d(c1, c1, kernel_size=3, stride=1, padding=1)
+ self.conv2a = nn.Conv2d(c1, c2, kernel_size=3, stride=1, padding=1)
+ self.conv2b = nn.Conv2d(c2, c2, kernel_size=3, stride=1, padding=1)
+ self.conv3a = nn.Conv2d(c2, c3, kernel_size=3, stride=1, padding=1)
+ self.conv3b = nn.Conv2d(c3, c3, kernel_size=3, stride=1, padding=1)
+ self.conv4a = nn.Conv2d(c3, c4, kernel_size=3, stride=1, padding=1)
+ self.conv4b = nn.Conv2d(c4, c4, kernel_size=3, stride=1, padding=1)
+
+ self.convPa = nn.Conv2d(c4, c5, kernel_size=3, stride=1, padding=1)
+ self.convPb = nn.Conv2d(c5, 65, kernel_size=1, stride=1, padding=0)
+
+ self.convDa = nn.Conv2d(c4, c5, kernel_size=3, stride=1, padding=1)
+ self.convDb = nn.Conv2d(
+ c5, self.config['descriptor_dim'],
+ kernel_size=1, stride=1, padding=0)
+
+ path = Path(__file__).parent / 'weights/superpoint_v1.pth'
+ self.load_state_dict(torch.load(str(path)))
+
+ mk = self.config['max_keypoints']
+ if mk == 0 or mk < -1:
+ raise ValueError('\"max_keypoints\" must be positive or \"-1\"')
+
+ print('Loaded SuperPoint model')
+
+ def forward(self, data):
+ """ Compute keypoints, scores, descriptors for image """
+ # Shared Encoder
+ x = self.relu(self.conv1a(data['image']))
+ x = self.relu(self.conv1b(x))
+ x = self.pool(x)
+ x = self.relu(self.conv2a(x))
+ x = self.relu(self.conv2b(x))
+ x = self.pool(x)
+ x = self.relu(self.conv3a(x))
+ x = self.relu(self.conv3b(x))
+ x = self.pool(x)
+ x = self.relu(self.conv4a(x))
+ x = self.relu(self.conv4b(x))
+
+ # Compute the dense keypoint scores
+ cPa = self.relu(self.convPa(x))
+ scores = self.convPb(cPa)
+ scores = torch.nn.functional.softmax(scores, 1)[:, :-1]
+ b, _, h, w = scores.shape
+ scores = scores.permute(0, 2, 3, 1).reshape(b, h, w, 8, 8)
+ scores = scores.permute(0, 1, 3, 2, 4).reshape(b, h*8, w*8)
+ scores = simple_nms(scores, self.config['nms_radius'])
+
+ # Extract keypoints
+ keypoints = [
+ torch.nonzero(s > self.config['keypoint_threshold'])
+ for s in scores]
+ scores = [s[tuple(k.t())] for s, k in zip(scores, keypoints)]
+
+ # Discard keypoints near the image borders
+ keypoints, scores = list(zip(*[
+ remove_borders(k, s, self.config['remove_borders'], h*8, w*8)
+ for k, s in zip(keypoints, scores)]))
+
+ # Keep the k keypoints with highest score
+ if self.config['max_keypoints'] >= 0:
+ keypoints, scores = list(zip(*[
+ top_k_keypoints(k, s, self.config['max_keypoints'])
+ for k, s in zip(keypoints, scores)]))
+
+ # Convert (h, w) to (x, y)
+ keypoints = [torch.flip(k, [1]).float() for k in keypoints]
+
+ # Compute the dense descriptors
+ cDa = self.relu(self.convDa(x))
+ descriptors = self.convDb(cDa)
+ descriptors = torch.nn.functional.normalize(descriptors, p=2, dim=1)
+
+ # Extract descriptors
+ descriptors = [sample_descriptors(k[None], d[None], 8)[0]
+ for k, d in zip(keypoints, descriptors)]
+
+ return {
+ 'keypoints': keypoints,
+ 'scores': scores,
+ 'descriptors': descriptors,
+ }
diff --git a/third_party/SuperGluePretrainedNetwork/models/utils.py b/third_party/SuperGluePretrainedNetwork/models/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..1206244aa2a004d9f653782de798bfef9e5e726b
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/utils.py
@@ -0,0 +1,555 @@
+# %BANNER_BEGIN%
+# ---------------------------------------------------------------------
+# %COPYRIGHT_BEGIN%
+#
+# Magic Leap, Inc. ("COMPANY") CONFIDENTIAL
+#
+# Unpublished Copyright (c) 2020
+# Magic Leap, Inc., All Rights Reserved.
+#
+# NOTICE: All information contained herein is, and remains the property
+# of COMPANY. The intellectual and technical concepts contained herein
+# are proprietary to COMPANY and may be covered by U.S. and Foreign
+# Patents, patents in process, and are protected by trade secret or
+# copyright law. Dissemination of this information or reproduction of
+# this material is strictly forbidden unless prior written permission is
+# obtained from COMPANY. Access to the source code contained herein is
+# hereby forbidden to anyone except current COMPANY employees, managers
+# or contractors who have executed Confidentiality and Non-disclosure
+# agreements explicitly covering such access.
+#
+# The copyright notice above does not evidence any actual or intended
+# publication or disclosure of this source code, which includes
+# information that is confidential and/or proprietary, and is a trade
+# secret, of COMPANY. ANY REPRODUCTION, MODIFICATION, DISTRIBUTION,
+# PUBLIC PERFORMANCE, OR PUBLIC DISPLAY OF OR THROUGH USE OF THIS
+# SOURCE CODE WITHOUT THE EXPRESS WRITTEN CONSENT OF COMPANY IS
+# STRICTLY PROHIBITED, AND IN VIOLATION OF APPLICABLE LAWS AND
+# INTERNATIONAL TREATIES. THE RECEIPT OR POSSESSION OF THIS SOURCE
+# CODE AND/OR RELATED INFORMATION DOES NOT CONVEY OR IMPLY ANY RIGHTS
+# TO REPRODUCE, DISCLOSE OR DISTRIBUTE ITS CONTENTS, OR TO MANUFACTURE,
+# USE, OR SELL ANYTHING THAT IT MAY DESCRIBE, IN WHOLE OR IN PART.
+#
+# %COPYRIGHT_END%
+# ----------------------------------------------------------------------
+# %AUTHORS_BEGIN%
+#
+# Originating Authors: Paul-Edouard Sarlin
+# Daniel DeTone
+# Tomasz Malisiewicz
+#
+# %AUTHORS_END%
+# --------------------------------------------------------------------*/
+# %BANNER_END%
+
+from pathlib import Path
+import time
+from collections import OrderedDict
+from threading import Thread
+import numpy as np
+import cv2
+import torch
+import matplotlib.pyplot as plt
+import matplotlib
+matplotlib.use('Agg')
+
+
+class AverageTimer:
+ """ Class to help manage printing simple timing of code execution. """
+
+ def __init__(self, smoothing=0.3, newline=False):
+ self.smoothing = smoothing
+ self.newline = newline
+ self.times = OrderedDict()
+ self.will_print = OrderedDict()
+ self.reset()
+
+ def reset(self):
+ now = time.time()
+ self.start = now
+ self.last_time = now
+ for name in self.will_print:
+ self.will_print[name] = False
+
+ def update(self, name='default'):
+ now = time.time()
+ dt = now - self.last_time
+ if name in self.times:
+ dt = self.smoothing * dt + (1 - self.smoothing) * self.times[name]
+ self.times[name] = dt
+ self.will_print[name] = True
+ self.last_time = now
+
+ def print(self, text='Timer'):
+ total = 0.
+ print('[{}]'.format(text), end=' ')
+ for key in self.times:
+ val = self.times[key]
+ if self.will_print[key]:
+ print('%s=%.3f' % (key, val), end=' ')
+ total += val
+ print('total=%.3f sec {%.1f FPS}' % (total, 1./total), end=' ')
+ if self.newline:
+ print(flush=True)
+ else:
+ print(end='\r', flush=True)
+ self.reset()
+
+
+class VideoStreamer:
+ """ Class to help process image streams. Four types of possible inputs:"
+ 1.) USB Webcam.
+ 2.) An IP camera
+ 3.) A directory of images (files in directory matching 'image_glob').
+ 4.) A video file, such as an .mp4 or .avi file.
+ """
+ def __init__(self, basedir, resize, skip, image_glob, max_length=1000000):
+ self._ip_grabbed = False
+ self._ip_running = False
+ self._ip_camera = False
+ self._ip_image = None
+ self._ip_index = 0
+ self.cap = []
+ self.camera = True
+ self.video_file = False
+ self.listing = []
+ self.resize = resize
+ self.interp = cv2.INTER_AREA
+ self.i = 0
+ self.skip = skip
+ self.max_length = max_length
+ if isinstance(basedir, int) or basedir.isdigit():
+ print('==> Processing USB webcam input: {}'.format(basedir))
+ self.cap = cv2.VideoCapture(int(basedir))
+ self.listing = range(0, self.max_length)
+ elif basedir.startswith(('http', 'rtsp')):
+ print('==> Processing IP camera input: {}'.format(basedir))
+ self.cap = cv2.VideoCapture(basedir)
+ self.start_ip_camera_thread()
+ self._ip_camera = True
+ self.listing = range(0, self.max_length)
+ elif Path(basedir).is_dir():
+ print('==> Processing image directory input: {}'.format(basedir))
+ self.listing = list(Path(basedir).glob(image_glob[0]))
+ for j in range(1, len(image_glob)):
+ image_path = list(Path(basedir).glob(image_glob[j]))
+ self.listing = self.listing + image_path
+ self.listing.sort()
+ self.listing = self.listing[::self.skip]
+ self.max_length = np.min([self.max_length, len(self.listing)])
+ if self.max_length == 0:
+ raise IOError('No images found (maybe bad \'image_glob\' ?)')
+ self.listing = self.listing[:self.max_length]
+ self.camera = False
+ elif Path(basedir).exists():
+ print('==> Processing video input: {}'.format(basedir))
+ self.cap = cv2.VideoCapture(basedir)
+ self.cap.set(cv2.CAP_PROP_BUFFERSIZE, 1)
+ num_frames = int(self.cap.get(cv2.CAP_PROP_FRAME_COUNT))
+ self.listing = range(0, num_frames)
+ self.listing = self.listing[::self.skip]
+ self.video_file = True
+ self.max_length = np.min([self.max_length, len(self.listing)])
+ self.listing = self.listing[:self.max_length]
+ else:
+ raise ValueError('VideoStreamer input \"{}\" not recognized.'.format(basedir))
+ if self.camera and not self.cap.isOpened():
+ raise IOError('Could not read camera')
+
+ def load_image(self, impath):
+ """ Read image as grayscale and resize to img_size.
+ Inputs
+ impath: Path to input image.
+ Returns
+ grayim: uint8 numpy array sized H x W.
+ """
+ grayim = cv2.imread(impath, 0)
+ if grayim is None:
+ raise Exception('Error reading image %s' % impath)
+ w, h = grayim.shape[1], grayim.shape[0]
+ w_new, h_new = process_resize(w, h, self.resize)
+ grayim = cv2.resize(
+ grayim, (w_new, h_new), interpolation=self.interp)
+ return grayim
+
+ def next_frame(self):
+ """ Return the next frame, and increment internal counter.
+ Returns
+ image: Next H x W image.
+ status: True or False depending whether image was loaded.
+ """
+
+ if self.i == self.max_length:
+ return (None, False)
+ if self.camera:
+
+ if self._ip_camera:
+ #Wait for first image, making sure we haven't exited
+ while self._ip_grabbed is False and self._ip_exited is False:
+ time.sleep(.001)
+
+ ret, image = self._ip_grabbed, self._ip_image.copy()
+ if ret is False:
+ self._ip_running = False
+ else:
+ ret, image = self.cap.read()
+ if ret is False:
+ print('VideoStreamer: Cannot get image from camera')
+ return (None, False)
+ w, h = image.shape[1], image.shape[0]
+ if self.video_file:
+ self.cap.set(cv2.CAP_PROP_POS_FRAMES, self.listing[self.i])
+
+ w_new, h_new = process_resize(w, h, self.resize)
+ image = cv2.resize(image, (w_new, h_new),
+ interpolation=self.interp)
+ image = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
+ else:
+ image_file = str(self.listing[self.i])
+ image = self.load_image(image_file)
+ self.i = self.i + 1
+ return (image, True)
+
+ def start_ip_camera_thread(self):
+ self._ip_thread = Thread(target=self.update_ip_camera, args=())
+ self._ip_running = True
+ self._ip_thread.start()
+ self._ip_exited = False
+ return self
+
+ def update_ip_camera(self):
+ while self._ip_running:
+ ret, img = self.cap.read()
+ if ret is False:
+ self._ip_running = False
+ self._ip_exited = True
+ self._ip_grabbed = False
+ return
+
+ self._ip_image = img
+ self._ip_grabbed = ret
+ self._ip_index += 1
+ #print('IPCAMERA THREAD got frame {}'.format(self._ip_index))
+
+
+ def cleanup(self):
+ self._ip_running = False
+
+# --- PREPROCESSING ---
+
+def process_resize(w, h, resize):
+ assert(len(resize) > 0 and len(resize) <= 2)
+ if len(resize) == 1 and resize[0] > -1:
+ scale = resize[0] / max(h, w)
+ w_new, h_new = int(round(w*scale)), int(round(h*scale))
+ elif len(resize) == 1 and resize[0] == -1:
+ w_new, h_new = w, h
+ else: # len(resize) == 2:
+ w_new, h_new = resize[0], resize[1]
+
+ # Issue warning if resolution is too small or too large.
+ if max(w_new, h_new) < 160:
+ print('Warning: input resolution is very small, results may vary')
+ elif max(w_new, h_new) > 2000:
+ print('Warning: input resolution is very large, results may vary')
+
+ return w_new, h_new
+
+
+def frame2tensor(frame, device):
+ return torch.from_numpy(frame/255.).float()[None, None].to(device)
+
+
+def read_image(path, device, resize, rotation, resize_float):
+ image = cv2.imread(str(path), cv2.IMREAD_GRAYSCALE)
+ if image is None:
+ return None, None, None
+ w, h = image.shape[1], image.shape[0]
+ w_new, h_new = process_resize(w, h, resize)
+ scales = (float(w) / float(w_new), float(h) / float(h_new))
+
+ if resize_float:
+ image = cv2.resize(image.astype('float32'), (w_new, h_new))
+ else:
+ image = cv2.resize(image, (w_new, h_new)).astype('float32')
+
+ if rotation != 0:
+ image = np.rot90(image, k=rotation)
+ if rotation % 2:
+ scales = scales[::-1]
+
+ inp = frame2tensor(image, device)
+ return image, inp, scales
+
+
+# --- GEOMETRY ---
+
+
+def estimate_pose(kpts0, kpts1, K0, K1, thresh, conf=0.99999):
+ if len(kpts0) < 5:
+ return None
+
+ f_mean = np.mean([K0[0, 0], K1[1, 1], K0[0, 0], K1[1, 1]])
+ norm_thresh = thresh / f_mean
+
+ kpts0 = (kpts0 - K0[[0, 1], [2, 2]][None]) / K0[[0, 1], [0, 1]][None]
+ kpts1 = (kpts1 - K1[[0, 1], [2, 2]][None]) / K1[[0, 1], [0, 1]][None]
+
+ E, mask = cv2.findEssentialMat(
+ kpts0, kpts1, np.eye(3), threshold=norm_thresh, prob=conf,
+ method=cv2.RANSAC)
+
+ assert E is not None
+
+ best_num_inliers = 0
+ ret = None
+ for _E in np.split(E, len(E) / 3):
+ n, R, t, _ = cv2.recoverPose(
+ _E, kpts0, kpts1, np.eye(3), 1e9, mask=mask)
+ if n > best_num_inliers:
+ best_num_inliers = n
+ ret = (R, t[:, 0], mask.ravel() > 0)
+ return ret
+
+
+def rotate_intrinsics(K, image_shape, rot):
+ """image_shape is the shape of the image after rotation"""
+ assert rot <= 3
+ h, w = image_shape[:2][::-1 if (rot % 2) else 1]
+ fx, fy, cx, cy = K[0, 0], K[1, 1], K[0, 2], K[1, 2]
+ rot = rot % 4
+ if rot == 1:
+ return np.array([[fy, 0., cy],
+ [0., fx, w-1-cx],
+ [0., 0., 1.]], dtype=K.dtype)
+ elif rot == 2:
+ return np.array([[fx, 0., w-1-cx],
+ [0., fy, h-1-cy],
+ [0., 0., 1.]], dtype=K.dtype)
+ else: # if rot == 3:
+ return np.array([[fy, 0., h-1-cy],
+ [0., fx, cx],
+ [0., 0., 1.]], dtype=K.dtype)
+
+
+def rotate_pose_inplane(i_T_w, rot):
+ rotation_matrices = [
+ np.array([[np.cos(r), -np.sin(r), 0., 0.],
+ [np.sin(r), np.cos(r), 0., 0.],
+ [0., 0., 1., 0.],
+ [0., 0., 0., 1.]], dtype=np.float32)
+ for r in [np.deg2rad(d) for d in (0, 270, 180, 90)]
+ ]
+ return np.dot(rotation_matrices[rot], i_T_w)
+
+
+def scale_intrinsics(K, scales):
+ scales = np.diag([1./scales[0], 1./scales[1], 1.])
+ return np.dot(scales, K)
+
+
+def to_homogeneous(points):
+ return np.concatenate([points, np.ones_like(points[:, :1])], axis=-1)
+
+
+def compute_epipolar_error(kpts0, kpts1, T_0to1, K0, K1):
+ kpts0 = (kpts0 - K0[[0, 1], [2, 2]][None]) / K0[[0, 1], [0, 1]][None]
+ kpts1 = (kpts1 - K1[[0, 1], [2, 2]][None]) / K1[[0, 1], [0, 1]][None]
+ kpts0 = to_homogeneous(kpts0)
+ kpts1 = to_homogeneous(kpts1)
+
+ t0, t1, t2 = T_0to1[:3, 3]
+ t_skew = np.array([
+ [0, -t2, t1],
+ [t2, 0, -t0],
+ [-t1, t0, 0]
+ ])
+ E = t_skew @ T_0to1[:3, :3]
+
+ Ep0 = kpts0 @ E.T # N x 3
+ p1Ep0 = np.sum(kpts1 * Ep0, -1) # N
+ Etp1 = kpts1 @ E # N x 3
+ d = p1Ep0**2 * (1.0 / (Ep0[:, 0]**2 + Ep0[:, 1]**2)
+ + 1.0 / (Etp1[:, 0]**2 + Etp1[:, 1]**2))
+ return d
+
+
+def angle_error_mat(R1, R2):
+ cos = (np.trace(np.dot(R1.T, R2)) - 1) / 2
+ cos = np.clip(cos, -1., 1.) # numercial errors can make it out of bounds
+ return np.rad2deg(np.abs(np.arccos(cos)))
+
+
+def angle_error_vec(v1, v2):
+ n = np.linalg.norm(v1) * np.linalg.norm(v2)
+ return np.rad2deg(np.arccos(np.clip(np.dot(v1, v2) / n, -1.0, 1.0)))
+
+
+def compute_pose_error(T_0to1, R, t):
+ R_gt = T_0to1[:3, :3]
+ t_gt = T_0to1[:3, 3]
+ error_t = angle_error_vec(t, t_gt)
+ error_t = np.minimum(error_t, 180 - error_t) # ambiguity of E estimation
+ error_R = angle_error_mat(R, R_gt)
+ return error_t, error_R
+
+
+def pose_auc(errors, thresholds):
+ sort_idx = np.argsort(errors)
+ errors = np.array(errors.copy())[sort_idx]
+ recall = (np.arange(len(errors)) + 1) / len(errors)
+ errors = np.r_[0., errors]
+ recall = np.r_[0., recall]
+ aucs = []
+ for t in thresholds:
+ last_index = np.searchsorted(errors, t)
+ r = np.r_[recall[:last_index], recall[last_index-1]]
+ e = np.r_[errors[:last_index], t]
+ aucs.append(np.trapz(r, x=e)/t)
+ return aucs
+
+
+# --- VISUALIZATION ---
+
+
+def plot_image_pair(imgs, dpi=100, size=6, pad=.5):
+ n = len(imgs)
+ assert n == 2, 'number of images must be two'
+ figsize = (size*n, size*3/4) if size is not None else None
+ _, ax = plt.subplots(1, n, figsize=figsize, dpi=dpi)
+ for i in range(n):
+ ax[i].imshow(imgs[i], cmap=plt.get_cmap('gray'), vmin=0, vmax=255)
+ ax[i].get_yaxis().set_ticks([])
+ ax[i].get_xaxis().set_ticks([])
+ for spine in ax[i].spines.values(): # remove frame
+ spine.set_visible(False)
+ plt.tight_layout(pad=pad)
+
+
+def plot_keypoints(kpts0, kpts1, color='w', ps=2):
+ ax = plt.gcf().axes
+ ax[0].scatter(kpts0[:, 0], kpts0[:, 1], c=color, s=ps)
+ ax[1].scatter(kpts1[:, 0], kpts1[:, 1], c=color, s=ps)
+
+
+def plot_matches(kpts0, kpts1, color, lw=1.5, ps=4):
+ fig = plt.gcf()
+ ax = fig.axes
+ fig.canvas.draw()
+
+ transFigure = fig.transFigure.inverted()
+ fkpts0 = transFigure.transform(ax[0].transData.transform(kpts0))
+ fkpts1 = transFigure.transform(ax[1].transData.transform(kpts1))
+
+ fig.lines = [matplotlib.lines.Line2D(
+ (fkpts0[i, 0], fkpts1[i, 0]), (fkpts0[i, 1], fkpts1[i, 1]), zorder=1,
+ transform=fig.transFigure, c=color[i], linewidth=lw)
+ for i in range(len(kpts0))]
+ ax[0].scatter(kpts0[:, 0], kpts0[:, 1], c=color, s=ps)
+ ax[1].scatter(kpts1[:, 0], kpts1[:, 1], c=color, s=ps)
+
+
+def make_matching_plot(image0, image1, kpts0, kpts1, mkpts0, mkpts1,
+ color, text, path, show_keypoints=False,
+ fast_viz=False, opencv_display=False,
+ opencv_title='matches', small_text=[]):
+
+ if fast_viz:
+ make_matching_plot_fast(image0, image1, kpts0, kpts1, mkpts0, mkpts1,
+ color, text, path, show_keypoints, 10,
+ opencv_display, opencv_title, small_text)
+ return
+
+ plot_image_pair([image0, image1])
+ if show_keypoints:
+ plot_keypoints(kpts0, kpts1, color='k', ps=4)
+ plot_keypoints(kpts0, kpts1, color='w', ps=2)
+ plot_matches(mkpts0, mkpts1, color)
+
+ fig = plt.gcf()
+ txt_color = 'k' if image0[:100, :150].mean() > 200 else 'w'
+ fig.text(
+ 0.01, 0.99, '\n'.join(text), transform=fig.axes[0].transAxes,
+ fontsize=15, va='top', ha='left', color=txt_color)
+
+ txt_color = 'k' if image0[-100:, :150].mean() > 200 else 'w'
+ fig.text(
+ 0.01, 0.01, '\n'.join(small_text), transform=fig.axes[0].transAxes,
+ fontsize=5, va='bottom', ha='left', color=txt_color)
+
+ plt.savefig(str(path), bbox_inches='tight', pad_inches=0)
+ plt.close()
+
+
+def make_matching_plot_fast(image0, image1, kpts0, kpts1, mkpts0,
+ mkpts1, color, text, path=None,
+ show_keypoints=False, margin=10,
+ opencv_display=False, opencv_title='',
+ small_text=[]):
+ H0, W0 = image0.shape
+ H1, W1 = image1.shape
+ H, W = max(H0, H1), W0 + W1 + margin
+
+ out = 255*np.ones((H, W), np.uint8)
+ out[:H0, :W0] = image0
+ out[:H1, W0+margin:] = image1
+ out = np.stack([out]*3, -1)
+
+ if show_keypoints:
+ kpts0, kpts1 = np.round(kpts0).astype(int), np.round(kpts1).astype(int)
+ white = (255, 255, 255)
+ black = (0, 0, 0)
+ for x, y in kpts0:
+ cv2.circle(out, (x, y), 2, black, -1, lineType=cv2.LINE_AA)
+ cv2.circle(out, (x, y), 1, white, -1, lineType=cv2.LINE_AA)
+ for x, y in kpts1:
+ cv2.circle(out, (x + margin + W0, y), 2, black, -1,
+ lineType=cv2.LINE_AA)
+ cv2.circle(out, (x + margin + W0, y), 1, white, -1,
+ lineType=cv2.LINE_AA)
+
+ mkpts0, mkpts1 = np.round(mkpts0).astype(int), np.round(mkpts1).astype(int)
+ color = (np.array(color[:, :3])*255).astype(int)[:, ::-1]
+ for (x0, y0), (x1, y1), c in zip(mkpts0, mkpts1, color):
+ c = c.tolist()
+ cv2.line(out, (x0, y0), (x1 + margin + W0, y1),
+ color=c, thickness=1, lineType=cv2.LINE_AA)
+ # display line end-points as circles
+ cv2.circle(out, (x0, y0), 2, c, -1, lineType=cv2.LINE_AA)
+ cv2.circle(out, (x1 + margin + W0, y1), 2, c, -1,
+ lineType=cv2.LINE_AA)
+
+ # Scale factor for consistent visualization across scales.
+ sc = min(H / 640., 2.0)
+
+ # Big text.
+ Ht = int(30 * sc) # text height
+ txt_color_fg = (255, 255, 255)
+ txt_color_bg = (0, 0, 0)
+ for i, t in enumerate(text):
+ cv2.putText(out, t, (int(8*sc), Ht*(i+1)), cv2.FONT_HERSHEY_DUPLEX,
+ 1.0*sc, txt_color_bg, 2, cv2.LINE_AA)
+ cv2.putText(out, t, (int(8*sc), Ht*(i+1)), cv2.FONT_HERSHEY_DUPLEX,
+ 1.0*sc, txt_color_fg, 1, cv2.LINE_AA)
+
+ # Small text.
+ Ht = int(18 * sc) # text height
+ for i, t in enumerate(reversed(small_text)):
+ cv2.putText(out, t, (int(8*sc), int(H-Ht*(i+.6))), cv2.FONT_HERSHEY_DUPLEX,
+ 0.5*sc, txt_color_bg, 2, cv2.LINE_AA)
+ cv2.putText(out, t, (int(8*sc), int(H-Ht*(i+.6))), cv2.FONT_HERSHEY_DUPLEX,
+ 0.5*sc, txt_color_fg, 1, cv2.LINE_AA)
+
+ if path is not None:
+ cv2.imwrite(str(path), out)
+
+ if opencv_display:
+ cv2.imshow(opencv_title, out)
+ cv2.waitKey(1)
+
+ return out
+
+
+def error_colormap(x):
+ return np.clip(
+ np.stack([2-x*2, x*2, np.zeros_like(x), np.ones_like(x)], -1), 0, 1)
diff --git a/third_party/SuperGluePretrainedNetwork/models/weights/superglue_indoor.pth b/third_party/SuperGluePretrainedNetwork/models/weights/superglue_indoor.pth
new file mode 100644
index 0000000000000000000000000000000000000000..969252133f802cb03256c15a3881b8b39c1867d4
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/weights/superglue_indoor.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e710469be25ebe1e2ccf68edcae8b2945b0617c8e7e68412251d9d47f5052b1
+size 48233807
diff --git a/third_party/SuperGluePretrainedNetwork/models/weights/superglue_outdoor.pth b/third_party/SuperGluePretrainedNetwork/models/weights/superglue_outdoor.pth
new file mode 100644
index 0000000000000000000000000000000000000000..79db4b5340b02afca3cdd419672300bb009975af
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/weights/superglue_outdoor.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f5f5e9bb3febf07b69df633c4c3ff7a17f8af26a023aae2b9303d22339195bd
+size 48233807
diff --git a/third_party/SuperGluePretrainedNetwork/models/weights/superpoint_v1.pth b/third_party/SuperGluePretrainedNetwork/models/weights/superpoint_v1.pth
new file mode 100644
index 0000000000000000000000000000000000000000..7648726e3a3dfa2581e86bfa9c5a2a05cfb9bf74
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/models/weights/superpoint_v1.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52b6708629640ca883673b5d5c097c4ddad37d8048b33f09c8ca0d69db12c40e
+size 5206086
diff --git a/third_party/SuperGluePretrainedNetwork/requirements.txt b/third_party/SuperGluePretrainedNetwork/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bf29a527d2077048833b9c1f25d12b7e4573b590
--- /dev/null
+++ b/third_party/SuperGluePretrainedNetwork/requirements.txt
@@ -0,0 +1,4 @@
+matplotlib>=3.1.3
+torch>=1.1.0
+opencv-python==4.1.2.30
+numpy>=1.18.1