Fake Image Detection on Cross-dataset v1.0 (out-of-distribution)
78.35AccuracyR2BD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| R2BDType=Reconstruction based2026.01 | 78.35 | 92.3 | 96.77 | 96.66 | 15.46 | 72.37 | 88.91 | 89.37 | |
| XceptionType=Feature extraction-based, Venue=ICCV 20192026.01 | 68.02 | 87.41 | 95.21 | 97.51 | 19.37 | 62.72 | 82.02 | 82.02 | |
| ZeroFakeType=Reconstruction based, Venue=CCS 20242026.01 | 67.56 | 73.54 | 87.5 | 84.17 | 32.82 | 61.98 | 73.92 | 66.16 | |
| DIREType=Reconstruction based, Venue=ICCV 20232026.01 | 64.91 | 86.67 | 95.15 | 99.42 | 21.8 | 66.57 | 78.32 | 85.81 | |
| ExposingType=Feature extraction-based, Venue=AAAI 20242026.01 | 64.15 | 88.69 | 95 | 98.6 | 18.45 | 66.23 | 82.45 | 79.77 | |
| DeepFake-AdapterType=Feature extraction-based, Venue=IJCV 20252026.01 | 57.78 | 86.83 | 96.2 | 99.95 | 2.47 | 70.76 | 60.26 | 86.04 |