---
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