metadata

language:
  - en
license: cc-by-nc-4.0
size_categories:
  - 10K<n<100K
task_categories:
  - text-to-image
  - image-feature-extraction
tags:
  - diffusion models
  - image copy detection
dataset_info:
  features:
    - name: Name
      dtype: string
    - name: Level
      dtype: int64
    - name: generated_images
      dtype: image
    - name: real_images
      dtype: image
  splits:
    - name: Test
      num_bytes: 2538590040
      num_examples: 4000
    - name: Train
      num_bytes: 22265208436
      num_examples: 36000
  download_size: 24773596239
  dataset_size: 24803798476
configs:
  - config_name: default
    data_files:
      - split: Test
        path: data/Test-*
      - split: Train
        path: data/Train-*
pretty_name: '='

Summary

This is the dataset proposed in our paper Image Copy Detection for Diffusion Models (NeurIPS 2024).

D-Rep consists of 40, 000 image-replica pairs, in which each replica is generated by a diffusion model. The 40, 000 image-replica pairs are manually labeled with 6 replication levels ranging from 0 (no replication) to 5 (total replication). We divide D-Rep into a training set with 90% (36, 000) pairs and a test set with the remaining 10% (4, 000) pairs.

Download

Automatical

Install the datasets library first, by:

pip install datasets

Then it can be downloaded automatically with

from datasets import load_dataset
dataset = load_dataset('WenhaoWang/D-Rep')

Manual

You can also download each file by wget:

wget https://huggingface.co/datasets/WenhaoWang/D-Rep/resolve/main/training_pairs.tar
wget https://huggingface.co/datasets/WenhaoWang/D-Rep/resolve/main/test_pairs.tar
wget https://huggingface.co/datasets/WenhaoWang/D-Rep/resolve/main/labels.csv

Curators

D-Rep is created by Wenhao Wang, Dr. Yifan Sun, Zhentao Tan and Professor Yi Yang.

License

We release our D-Rep under the CC-BY-NC-4.0 license.

Helpful Links

The project homepage: https://icdiff.github.io/

The code of image copy detection for diffusion models: https://github.com/WangWenhao0716/PDF-Embedding

The official reviews of our paper: https://openreview.net/forum?id=gvlOQC6oP1

Citation

@article{wang2024icdiff,
  title={Image Copy Detection for Diffusion Models},
  author={Wang, Wenhao and Sun, Yifan and Tan, Zhentao and Yang, Yi},
  booktitle={Thirty-eighth Conference on Neural Information Processing Systems},
  year={2024},
  url={https://openreview.net/forum?id=gvlOQC6oP1}
}

Contact

If you have any questions, feel free to contact Wenhao Wang (wangwenhao0716@gmail.com).