Face Forgery Detection on FF++ (HQ)
100AUC DFRealForensics
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RealForensicsSupervision Type=Supervised, reproduced=true2025.08 | 100 | 96.1 | 99.5 | 97 | 98.1 | |
| DCLTrain=DF2025.09 | 99.98 | 61.01 | 77.13 | 75.01 | — | |
| GFFTrain=DF2025.09 | 99.87 | 47.21 | 76.89 | 72.88 | — | |
| FreqDebiasTrain=DF2025.09 | 99.82 | 75.92 | 88.1 | 88.45 | — | |
| FTCNSupervision Type=Supervised2025.08 | 99.8 | 99.6 | 98.2 | 95.6 | 98.3 | |
| SFDGTrain=DF2025.09 | 99.73 | 75.34 | 86.45 | 86.13 | — | |
| LipForensicsSupervision Type=Supervised2025.08 | 99.7 | 90.1 | 99.7 | 99.1 | 97.1 | |
| IIDTrain=DF2025.09 | 99.51 | 63.83 | — | — | — | |
| Face X-raySupervision Type=Supervised2025.08 | 99.5 | 93.2 | 94.5 | 92.5 | 94.9 | |
| SpeechForensicsSupervision Type=Unsupervised2025.08 | 99.4 | 91.1 | 100 | 100 | 97.6 | |
| FreqDebiasTrain=F2F2025.09 | 98.41 | 74.37 | 99.44 | 76.46 | — | |
| SFDGTrain=F2F2025.09 | 97.38 | 73.54 | 99.36 | 72.61 | — | |
| SpeechForensics-LocalSupervision Type=Unsupervised2025.08 | 95.6 | 74.9 | 95.1 | 89.1 | 88.7 | |
| Patch-basedSupervision Type=Supervised2025.08 | 94 | 60.5 | 87.3 | 84.8 | 81.7 | |
| XceptionSupervision Type=Supervised2025.08 | 93.9 | 51.2 | 86.8 | 79.7 | 77.9 | |
| FreqDebiasTrain=NT2025.09 | 92.35 | 83.24 | 74.61 | 99.83 | — | |
| DCLTrain=F2F2025.09 | 91.91 | 59.58 | 99.21 | 66.67 | — | |
| SFDGTrain=NT2025.09 | 91.73 | 83.58 | 70.85 | 99.74 | — | |
| DCLTrain=NT2025.09 | 91.23 | 79.31 | 52.13 | 98.97 | — | |
| GFFTrain=F2F2025.09 | 89.23 | 61.3 | 99.1 | 64.77 | — | |
| GFFTrain=NT2025.09 | 88.49 | 74.31 | 49.81 | 98.77 | — | |
| FreqDebiasTrain=FS2025.09 | 83.76 | 99.78 | 78.93 | 63.48 | — | |
| SFDGTrain=FS2025.09 | 81.71 | 99.53 | 77.3 | 60.89 | — | |
| IIDTrain=FS2025.09 | 75.39 | 99.73 | — | — | — | |
| DCLTrain=FS2025.09 | 74.8 | 99.9 | 69.75 | 52.6 | — | |
| GFFTrain=FS2025.09 | 70.21 | 99.85 | 68.72 | 49.91 | — | |
| AVADSupervision Type=Unsupervised, reproduced=true2025.08 | 59.2 | 55.1 | 59.9 | 58.4 | 58.2 |