CASWiT is a context-aware Transformer for ultra-high resolution aerial image segmentation. CASWiT achieves SOTA performances on FLAIR-HUB and URUR.
AI & ML interests
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HEIG-VD Geomatic
We share datasets, models, and demos developed at HEIG-VD in the field of geomatics and AI for spatial data, with a strong focus on high-resolution imagery, LiDAR, photogrammetry, and multimodal learning.
Our goal is to promote reproducible research, open benchmarks, and practical baselines for real-world geospatial applications.
Research Topics
- Semantic segmentation (2D / 3D)
- Multimodal fusion (image–LiDAR)
- Photogrammetry and georeferencing
- Large-scale and ultra-high-resolution imagery
- Geospatial AI for infrastructure mapping
- Benchmarking and reproducible baselines
Contact
For collaborations, research questions, or dataset usage:
Adrien Gressin
Professor of Photogrammetry & Data Science — HEIG-VDAntoine Carreaud
PhD candidate — HEIG-VD & EPFL (ESO Lab)Shanci Li
Scientific Collaborator (AI) — HEIG-VD
models
6
heig-vd-geo/CASWiT
Image Segmentation
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Updated
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1
heig-vd-geo/SPT_GridNet-HD_baseline
Other
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Updated
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3
heig-vd-geo/ImageVote_GridNet-HD_baseline
Image Segmentation
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Updated
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39
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5
heig-vd-geo/LateFusionMLP_GridNet-HD_baseline
Other
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Updated
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5
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5
heig-vd-geo/demo_mlp
Updated
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1
heig-vd-geo/M3DRS_pretrained
Image Feature Extraction
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Updated
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1
datasets
7
heig-vd-geo/GridNet-HD
Viewer
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Updated
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800
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2.32k
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14
heig-vd-geo/piscine-results
Viewer
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Updated
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1
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1.5k
heig-vd-geo/projet-piscine
Updated
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2
heig-vd-geo/URUR
Preview
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Updated
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29
heig-vd-geo/FLAIR1_mmseg
Updated
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681
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1
heig-vd-geo/M3DRS
Updated
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758
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6
heig-vd-geo/STDL-soils
Viewer
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Updated
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7.11k
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50
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1