Deepfake Detection on CelebDF v1
96.9AUCForensics Adapter
Evaluation Results
| Method | Links | |
|---|---|---|
| Forensics Adapter2026.04 | 96.9 | |
| SFAM2026.04 | 96.6 | |
| Effort2026.04 | 93.5 | |
| SRI-NetEvaluation Granularity=Frame-level2026.02 | 91.3 | |
| ProDetVenue=NIPS’24, Evaluation Granularity=Frame-level2026.02 | 90.9 | |
| FIA-USAVenue=ARXIV’25, Evaluation Granularity=Frame-level2026.02 | 90.1 | |
| LSDAVenue=CVPR’24, Evaluation Granularity=Frame-level2026.02 | 86.7 | |
| UCF2026.04 | 86.1 | |
| EDVenue=AAAI’24, Evaluation Granularity=Frame-level2026.02 | 81.8 | |
| SPSLVenue=CVPR’20, Evaluation Granularity=Frame-level2026.02 | 81.5 | |
| Efficientnet-B42026.04 | 81.5 | |
| RECCE2026.04 | 81.5 | |
| F3Net2026.04 | 81.1 | |
| Xception2026.04 | 81 | |
| SRMVenue=CVPR’21, Evaluation Granularity=Frame-level2026.02 | 79.3 | |
| CapsuleNetVenue=ICASSP’19, Evaluation Granularity=Frame-level2026.02 | 79.1 | |
| FWAVenue=CVPRW’18, Evaluation Granularity=Frame-level2026.02 | 79 | |
| FFDVenue=CVPR’20, Evaluation Granularity=Frame-level2026.02 | 78.4 | |
| COREVenue=CVPRW’22, Evaluation Granularity=Frame-level2026.02 | 78 | |
| UCFVenue=ICCV’23, Evaluation Granularity=Frame-level2026.02 | 77.9 | |
| F3NetVenue=ECCV’20, Evaluation Granularity=Frame-level2026.02 | 77.7 | |
| CLIP2026.04 | 77 | |
| RECCEVenue=CVPR’22, Evaluation Granularity=Frame-level2026.02 | 76.8 | |
| FFD2026.04 | 76.1 | |
| CNN-AugVenue=CVPR’20, Evaluation Granularity=Frame-level2026.02 | 74.2 | |
| Face X-rayVenue=CVPR’20, Evaluation Granularity=Frame-level2026.02 | 70.9 |