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