Fake Image Detection on Combined Dataset (StyleGAN2, ADM, Stable Diffusion V2.1) v1.0 (in-distribution)
99.78AccuracyExposing
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ExposingType=Feature extraction-based, Venue=AAAI 20242026.01 | 99.78 | 99.83 | 99.88 | 99.8 | 0.61 | |
| DeepFake-AdapterType=Feature extraction-based, Venue=IJCV 20252026.01 | 99.66 | 99.95 | 99.96 | 99.52 | 0.38 | |
| XceptionType=Feature extraction-based, Venue=ICCV 20192026.01 | 99.11 | 99.93 | 99.96 | 99.3 | 0.9 | |
| DIREType=Reconstruction based, Venue=ICCV 20232026.01 | 98.99 | 99.94 | 99.96 | 99.17 | 1 | |
| R2BDType=Reconstruction based2026.01 | 98.96 | 99.96 | 99.97 | 98.4 | 0.75 | |
| ZeroFakeType=Reconstruction based, Venue=CCS 20242026.01 | 72 | 79.84 | 86.53 | 81.47 | 27.61 |