Datasets:
ArXiv:
License:
| license: cc | |
| # UniSim-Bench | |
| This repository contains the datasets included in the UniSim-Bench benchmarks. | |
| [Paper](https://arxiv.org/abs/2412.10594) | [GitHub](https://github.com/SaraGhazanfari/UniSim) | |
| Below is the complete list of datasets included in UniSim-Bench, along with instructions for downloading them. | |
| In the first step download the parent directory containing the HQ-Edit and MagicBrush annotation files: | |
| ``` | |
| git clone https://huggingface.co/datasets/saraghznfri/unisim_data | |
| cd unisim_data | |
| ``` | |
| - [NIGHTS](https://github.com/ssundaram21/dreamsim/blob/main/dataset/download_dataset.sh) | |
| ``` | |
| mkdir nights && cd nights | |
| wget -O nights.zip https://data.csail.mit.edu/nights/nights.zip | |
| unzip nights.zip | |
| rm nights.zip | |
| cd .. | |
| ``` | |
| - [BAPPS](https://github.com/richzhang/PerceptualSimilarity/blob/master/scripts/download_dataset.sh) | |
| ``` | |
| mkdir -p bapps/dataset/2afc/ && cd bapps | |
| wget https://perceptual-similarity.s3.us-west-2.amazonaws.com/dataset/twoafc_val.tar.gz -O ./dataset/twoafc_val.tar.gz | |
| mkdir bapps/dataset/2afc/val | |
| tar -xf ./dataset/twoafc_val.tar.gz -C ./dataset/2afc | |
| rm ./dataset/twoafc_val.tar.gz | |
| cd .. | |
| ``` | |
| - [PieAPP](https://github.com/prashnani/PerceptualImageError/blob/master/dataset/dataset_README.md) | |
| ``` | |
| mkdir pieapp && cd pieapp | |
| wget https://web.ece.ucsb.edu/~ekta/projects/PieAPPv0.1/all_data_PieAPP_dataset_CVPR_2018.zip | |
| unzip all_data_PieAPP_dataset_CVPR_2018.zip | |
| cd .. | |
| ``` | |
| - [ImageReward](https://huggingface.co/THUDM/ImageReward) | |
| The data will be automatically downloaded during the execution of UniSim evaluations. | |
| - [HPDv2](https://huggingface.co/datasets/ymhao/HPDv2) | |
| ``` | |
| mkdir hpdv2 && cd hpdv2 | |
| wget https://huggingface.co/datasets/ymhao/HPDv2/resolve/main/train.json | |
| wget https://huggingface.co/datasets/ymhao/HPDv2/resolve/main/train.tar.gz | |
| wget https://huggingface.co/datasets/ymhao/HPDv2/resolve/main/test.tar.gz | |
| wget https://huggingface.co/datasets/ymhao/HPDv2/resolve/main/test.json | |
| cd .. | |
| ``` | |
| - [AGIQA-3K](https://github.com/lcysyzxdxc/AGIQA-3k-Database) | |
| ``` | |
| mkdir AGIQA && cd AGIQA | |
| gdown 1ObuOZ6YZqZuxe4oRlaf3kdOBlTRg2GE4 | |
| unzip AGIQA-3K.zip | |
| ``` | |
| - [MAGICBRUSH](https://huggingface.co/datasets/osunlp/MagicBrush) | |
| ``` | |
| cd MagicBrush | |
| wget https://huggingface.co/datasets/lmms-lab/M4-Instruct-Data/resolve/main/MagicBrush.zip | |
| unzip MagicBrush | |
| cd .. | |
| ``` | |
| - [HQ-EDIT](https://huggingface.co/datasets/UCSC-VLAA/HQ-Edit) | |
| ``` | |
| cd HQ-Edit | |
| wget https://huggingface.co/datasets/lmms-lab/M4-Instruct-Data/resolve/main/HQ-Edit.zip | |
| unzip HQ-Edit.zip | |
| cd .. | |
| ``` | |
| - [CD-COCO](https://cocodataset.org/#download) | |
| ``` | |
| mkdir coco && cd coco | |
| wget http://images.cocodataset.org/zips/val2014.zip | |
| unzip val2014.zip | |
| gdown 1HVdNHPsnacOAuzjzQB_ST7R9hE23rN6c | |
| gdown 1zjeywda7l58aUXFYXT1eWfh_41LI6o8G | |
| gdown 1xGHzv0zu9coyqFAGizrhajItpwlCE9yS | |
| cd .. | |
| ``` | |
| - [POLARIS](https://huggingface.co/datasets/yuwd/Polaris) | |
| ``` | |
| mkdir polaris && cd polaris | |
| wget https://huggingface.co/datasets/yuwd/Polaris/resolve/main/images.tar.gz | |
| wget https://huggingface.co/datasets/yuwd/Polaris/resolve/main/polaris_test.csv | |
| wget https://huggingface.co/datasets/yuwd/Polaris/resolve/main/polaris_train.csv | |
| wget https://huggingface.co/datasets/yuwd/Polaris/resolve/main/polaris_val.csv | |
| cd .. | |
| ``` | |
| - [KADID-10k](https://database.mmsp-kn.de/kadid-10k-database.html) | |
| ``` | |
| mkdir kadid && cd kadid | |
| wget https://datasets.vqa.mmsp-kn.de/archives/kadid10k.zip | |
| unzip kadid10k.zip | |
| cd .. | |
| ``` | |
| - [KONIQ-10k](https://database.mmsp-kn.de/koniq-10k-database.html) | |
| ``` | |
| mkdir koniq && cd koniq | |
| wget http://datasets.vqa.mmsp-kn.de/archives/koniq10k_1024x768.zip | |
| unzip koniq10k_1024x768.zip | |
| cd .. | |
| ``` | |
| - [PIPAL](https://github.com/HaomingCai/PIPAL-dataset?tab=readme-ov-file) | |
| ``` | |
| mkdir pipal && cd pipal | |
| gdown 1RBXHihWGDXP_NI3xLcy98nus28SrhFLH | |
| unzip Validation_Ref.zip | |
| gdown 1zbKA7YChfiCZBxaJ3Z3GfSHAbmqcsGlN | |
| unzip Distortion_validation.zip | |
| cd .. | |
| ``` | |
| - [SICE](https://github.com/csjcai/SICE) | |
| ``` | |
| mkdir sice && cd sice | |
| gdown 1HiLtYiyT9R7dR9DRTLRlUUrAicC4zzWN | |
| Dataset_Part1.rar | |
| gdown 16VoHNPAZ5Js19zspjFOsKiGRrfkDgHoN | |
| Dataset_Part2.rar | |
| cd .. | |
| ``` | |
| - CIFAR-100-OOO | |
| The data will be automatically downloaded during the execution of UniSim evaluations. | |
| - [IMAGENET]-OOO(https://huggingface.co/datasets/ILSVRC/imagenet-1k) | |
| ``` | |
| mkdir imagenet && cd imagenet | |
| wget https://huggingface.co/datasets/ILSVRC/imagenet-1k/resolve/main/data/val_images.tar.gz | |
| tar -xvf val_images.tar.gz | |
| cd .. | |
| ``` | |
| -R-OXFORD | |
| -R-PARIS | |