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---
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
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