Face Forgery Detection on FaceForensics++ (FF++) (test)
93.17F-AccuracyOurs
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours2025.12 | 93.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.45 | |
| EffortVenue=ICML’252025.12 | 92.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.12 | |
| SPSLVenue=CVPR’212025.12 | 91.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.7 | |
| Effnb4Venue=ICML’192025.12 | 91.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.12 | |
| CLIPVenue=ICML’212025.12 | 90.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.79 | |
| IIDVenue=CVPR’232025.12 | 90.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.31 | |
| XceptionVenue=CVPR’172025.12 | 87.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.97 | |
| F3NetVenue=ECCV’202025.12 | 87.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.17 | |
| ProDetVenue=NeurIPS’242025.12 | 86.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.24 | |
| SBIVenue=CVPR’222025.12 | 84.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.92 | |
| CapsuleVenue=ICASSP’192025.12 | 66.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.18 | |
| Face X-ray2025.08 | — | 97.7 | 95.1 | 85.8 | 97.3 | 51.7 | 62.9 | 86.8 | 52.8 | 76.1 | -21.6 | — | — | — | — | — | — | — | |
| Face X-ray2022.07 | — | 99.8 | — | — | — | — | — | 88.6 | — | 77.5 | -22.3 | 97.6 | 88.5 | 99.1 | 49.8 | 63.8 | 55.2 | — | |
| FTCN2025.08 | — | 99.4 | 99.3 | 95.2 | 78.2 | 52 | 89.6 | 81 | 85.7 | 83 | -16.4 | — | — | — | — | — | — | — | |
| LipForensics2025.08 | — | 99.6 | 99.2 | 99.6 | 83.4 | 77 | 98.7 | 94 | 63.5 | 87.9 | -11.7 | — | — | — | — | — | — | — | |
| LipForensics2022.07 | — | 99.9 | — | — | — | — | — | 95.6 | — | 92.6 | -7.3 | 99.9 | 99.6 | 87.4 | 73.8 | 96.1 | 95.6 | — | |
| LTTD2022.07 | — | 99.4 | — | — | — | — | — | 98.6 | — | 95 | -4.3 | 98.9 | 96.4 | 96.1 | 82.6 | 97.5 | 95 | — | |
| RealForensics2025.08 | — | 99.6 | 98.7 | 98.7 | 76.8 | 75.6 | 98.3 | 98.5 | 97.2 | 92 | -7.6 | — | — | — | — | — | — | — | |
| SpeechForensics2025.08 | — | 97.6 | 97.4 | 96.7 | 94.6 | 80.8 | 97.4 | 96.7 | 94.2 | 94.1 | -3.5 | — | — | — | — | — | — | — | |
| Xception2025.08 | — | 92.2 | 92.8 | 91.1 | 92.5 | 51.9 | 73.8 | 79.1 | 63.3 | 77.8 | -14.4 | — | — | — | — | — | — | — |