Table 2 Review of accessible open-source datasets for use in detecting deepfake.
From: Novel 59-layer dense inception network for robust deepfake identification
Ref. | Dataset | No. of real and deepfakes videos |
|---|---|---|
Face forensics | 1000 videos | |
Face forensics++ | 1000 real videos and 4000 deepfake videos | |
Deepfake forensics (Celeb DF) | 590 real videos and 5639 deepfake videos | |
Deepfake detection | 363 real video and 3000 deepfake videos | |
UADFV | 49 deepfake videos with 49 respective real videos. | |
Deepfake detection challenge | 23,654 real video and 104,500 deepfake vidoes | |
Deepfake TIMIT | 559 Deepfake videos and 640 real videos | |
DeeperForensics | 50,000 real videos and 10,000 Deepfake videos | |
WildDeepfake | 3805 real videos and 3509 Deepfake videos | |
FakeET | 311 real videos and 480 deepfake videos | |
DF-Mobio | 15,000 fake videos and 30,000 real videos |