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Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
<img src="Celeb-DF-v2/demo.png" alt="demo" width="600"/>Overview
Celeb-DF dataset includes 590 original videos collected from YouTube with subjects of different ages, ethic groups and genders, and 5639 corresponding DeepFake videos. See paper for details (full paper will be uploaded soon).
Download
If you would like to access the Celeb-DF dataset, please fill out this google form or tencent form. The download link will be sent to you once the form is accepted. If you have any questions, please send email to deepfakeforensics@gmail.com
Please cite our paper in your publications if the Celeb-DF dataset is used in your research:
@inproceedings{Celeb_DF_cvpr20,
author = {Yuezun Li, Xin Yang, Pu Sun, Honggang Qi and Siwei Lyu},
title = {Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics},
booktitle= {IEEE Conference on Computer Vision and Patten Recognition (CVPR)},
year = {2020}
}
Dataset Structure
Celeb-DF
|--- Celeb-real # 590 Celebrity videos downloaded from YouTube
|--- YouTube-real # 300 Additional videos downloaded from YouTube
|--- Celeb-synthesis # 5639 Synthesized videos from Celeb-real
|--- List_of_testing_videos.txt # 518 videos
Comparison with Other Datasets
<img src="Celeb-DF-v2/basic_info.png" alt="" width="500"/>See paper for details.
Average AUC Performance of SOTA Detection Methods on Each Dataset
<img src="Celeb-DF-v2/avg_auc.jpg" alt="" width="500"/>See paper for details.
Privacy Statement
This dataset is released under the Terms to Use Celeb-DF, which is provided "as it is" and we are not responsible for any subsequence from using this dataset. All original videos of the Celeb-DF dataset are obtained from the Internet which are not property of the authors or the authors’ affiliated institutions. Neither the authors or the authors’ affiliated institution are responsible for the content nor the meaning of these videos. If you feel uncomfortable about your identity shown in this dataset, please contact us and we will remove corresponding information from the dataset.
Video Demo
<a href="https://youtu.be/vLTiluewGQY"> <img src="src/cover.png" width="500" title="Video Demo" alt="Video Demo"> </a>Log
- The Celeb-DF (v2) is accepted to CVPR2020.
- Check here for previous Celeb-DF (v1) (795 DeepFake videos included).