summary of existing deepfake datasets.
- UADFV: "Exposing Deep Fakes Using Inconsistent Head Poses." Paper
- EBV: "In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking." Paper Download
- Deepfake-TIMIT: "DeepFakes: a New Threat to Face Recognition? Assessment and Detection." Paper Download
- FaceForensic++: "FaceForensics++: Learning to Detect Manipulated Facial Images." Paper Download
- DFFD: "DFFD: Diverse Fake Face Dataset." Paper Download
- Wild Deepfake: "WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection." Paper Download
- Celeb-DF (v1): "Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics." Paper Download
- Celeb-DF (v2): "Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics." Paper Download
- DFDC: "The DeepFake Detection Challenge (DFDC) Dataset." Paper Download
- Deeper Forensic: "DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection." Paper Download
- DFGC: "DFGC 2021: A DeepFake Game Competition." Paper Dowload
- FFIW-10K: "Face Forensics in the Wild." Paper Download
- ForgeryNet: "ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis." Paper Download
| Year | Real Videos | Fake Videos | |
|---|---|---|---|
| UADFV | 2018 | 49 | 49 |
| Deepfake-TIMIT | 2018 | 320 | 640 |
| FaceForensic++ | 2019 | 1000 | 5000 |
| DFFD | 2020 | 1000 | 3000 |
| Celeb-DF (v2) | 2020 | 590 | 5639 |
| DFDC | 2020 | 23,564 | 104,500 |
| DeeperForensics-1.0 | 2020 | 50,000 | 10,000 |
| ForgeryNet | 2021 | 99,630 | 121,617 |
- DFFD: "On the Detection of Digital Face Manipulation." Paper Download
- FFHQ: "A Style-Based Generator Architecture for Generative Adversarial Networks." Paper Download
- iFakeFaceDB: "GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection." Paper Download
- 100k Faces Generated by AI (Online): Download
| Real Images | Fake Images | |
|---|---|---|
| DFFD | 58,703 | 240,336 |
| FFHQ | - | 70,000 (GAN-based) |
| iFakeFaceDB | - | 87,000 (StyleGAN) |
| 100k Faces | - | 100,000 (StyleGAN) |
| ForgeryNet | 1,438,201 | 1,457,861 |