Forgery Detection on MMFR-Dataset
99.3SD ScoreFreqNet
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FreqNetTraining Weights Source=Trained on MMFR-Dataset2025.03 | 99.3 | 49.8 | 53.3 | 93.9 | 77.2 | 91 | 49.9 | 82.3 | 95.1 | 80.3 | 77.21 | |
| FakeReasoningTraining Weights Source=Trained on MMFR-Dataset2025.03 | 99.2 | 91.28 | 99.1 | 87.68 | 96.9 | 93.49 | 87.16 | 97.8 | 90 | 98 | 94.06 | |
| NPRTraining Weights Source=Trained on MMFR-Dataset2025.03 | 98.8 | 50.9 | 72.6 | 94.6 | 91.9 | 86.5 | 49.9 | 74.4 | 79.8 | 77.9 | 77.73 | |
| SPAITraining Weights Source=Trained on MMFR-Dataset2025.03 | 98.1 | 76.85 | 75.85 | 68.2 | 65.2 | 68.3 | 58.25 | 66.75 | 66.15 | 56.95 | 70.06 | |
| AIDETraining Weights Source=Trained on MMFR-Dataset2025.03 | 96.75 | 88.55 | 73.65 | 68.19 | 72.53 | 83.26 | 86.08 | 95.51 | 84.15 | 77.1 | 82.58 | |
| DE-FAKETraining Weights Source=Trained on MMFR-Dataset2025.03 | 96.25 | 80 | 82.5 | 63.75 | 86.25 | 90 | 86.25 | 95 | 61.25 | 57.5 | 79.88 | |
| EffortTraining Weights Source=Official weights2025.03 | 93.5 | 66.15 | 93.35 | 80.76 | 94.11 | 91.11 | 79.97 | 76.5 | 96.55 | 95.55 | 86.76 | |
| UniFDTraining Weights Source=Trained on MMFR-Dataset2025.03 | 92.9 | 88.8 | 82.9 | 80.8 | 81.9 | 88.7 | 81 | 91.8 | 72.7 | 86.5 | 84.8 | |
| C2PTraining Weights Source=Official weights2025.03 | 83.3 | 61.7 | 54.75 | 56.71 | 58.93 | 50.24 | 39.61 | 42.42 | 96.7 | 85.5 | 62.99 | |
| FatFormerTraining Weights Source=Official weights2025.03 | 79.65 | 52.4 | 63.7 | 55.24 | 50.91 | 65.05 | 37.56 | 50.04 | 97.4 | 84.7 | 63.67 | |
| DRCTTraining Weights Source=Official weights2025.03 | 75.3 | 70.4 | 71.9 | 75.76 | 65.31 | 75.56 | 81.71 | 74.81 | 82.65 | 58.65 | 73.21 |