README.md

---
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. 

- [NIGHTS](https://github.com/ssundaram21/dreamsim/blob/main/dataset/download_dataset.sh)
- [BAPPS](https://github.com/richzhang/PerceptualSimilarity/blob/master/scripts/download_dataset.sh)
- [PieAPP](https://github.com/prashnani/PerceptualImageError/blob/master/dataset/dataset_README.md)
- [ImageReward](https://huggingface.co/THUDM/ImageReward)
- [HPDv2](https://huggingface.co/datasets/ymhao/HPDv2)
- [AGIQA-3K](https://github.com/lcysyzxdxc/AGIQA-3k-Database)
- [MAGICBRUSH](https://huggingface.co/datasets/osunlp/MagicBrush)
- [HQ-EDIT](https://huggingface.co/datasets/UCSC-VLAA/HQ-Edit)
- [CD-COCO](https://cocodataset.org/#download)
- [POLARIS](https://huggingface.co/datasets/yuwd/Polaris)
- [KADID-10k](https://database.mmsp-kn.de/kadid-10k-database.html)
- [KONIQ-10k](https://database.mmsp-kn.de/koniq-10k-database.html)
- [PIPAL](https://github.com/HaomingCai/PIPAL-dataset?tab=readme-ov-file)
- [SICE](https://github.com/csjcai/SICE)
- CIFAR-100-OOO
  The data will be automatically downloaded during the execution of UniSim evaluations.
- [IMAGENET]-OOO(https://huggingface.co/datasets/ILSVRC/imagenet-1k)
- [R-OXFORD / R-PARIS](https://cmp.felk.cvut.cz/revisitop/)

```
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/HQ-Edit.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/MagicBrush.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/agiqa-3k.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/hpdv2.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/kadid10k.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/koniq10k.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/nights.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/pie-app.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/pipal.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/polaris.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/retrieval.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/bapps.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/coco-triplets.tar
wget https://huggingface.co/datasets/saraghznfri/unisim_data/resolve/main/sice.tar

tar -xvf HQ-Edit.tar
tar -xvf MagicBrush.tar
tar -xvf agiqa-3k.tar
tar -xvf hpdv2.tar
tar -xvf kadid10k.tar
tar -xvf koniq10k.tar
tar -xvf nights.tar
tar -xvf pie-app.tar
tar -xvf pipal.tar
tar -xvf polaris.tar
tar -xvf retrieval.tar
tar -xvf bapps.tar
tar -xvf coco-triplets.tar
tar -xvf sice.tar
```