Fake Image Detection on UniversalFakeDetect
94.6mAccNPR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| NPRVenue=CVPR20242025.12 | 94.6 | 84.6 | 97.7 | 98 | 98.2 | 96.3 | 97.2 | 97.4 | 87.2 | |
| SPARK-ILBackbone=ViT-L/14 (partial), Params (M)=315.0, GFLOPs=60.33, Input Resolution=224x2242026.04 | 94.6 | — | — | — | — | — | — | — | — | |
| Random-mappingVenue=Ours2025.12 | 94.4 | 98.5 | 97.8 | 98.1 | 98.4 | 98.6 | 98.2 | 85.9 | 80 | |
| Fixed-mappingVenue=Ours2025.12 | 94.1 | 97.8 | 97.1 | 98 | 98.5 | 98.3 | 98 | 89.1 | 76.2 | |
| FatFormerVenue=CVPR20242025.12 | 93.8 | 76 | 98.6 | 94.9 | 98.7 | 94.4 | 94.7 | 94.2 | 98.8 | |
| C2P-CLIPVenue=AAAI20252025.12 | 93.8 | 69.1 | 99.3 | 97.3 | 99.3 | 95.3 | 95.3 | 96.1 | 98.6 | |
| LGradVenue=CVPR20232025.12 | 89.8 | 77.5 | 94.2 | 95.9 | 94.8 | 87.4 | 90.7 | 89.6 | 88.4 | |
| FreqNetVenue=AAAI20242025.12 | 83.4 | 86.7 | 84.6 | 99.6 | 65.6 | 85.7 | 97.4 | 88.2 | 59.1 | |
| UnivFDVenue=CVPR20232025.12 | 82 | 70 | 94.2 | 73.8 | 94.4 | 79.1 | 79.9 | 78.1 | 86.8 | |
| F3NetVenue=ECCV20202025.12 | 74.5 | 69.2 | 68.2 | 75.4 | 68.8 | 81.7 | 83.25 | 83.1 | 66.3 | |
| PatchforVenue=ECCV20202025.12 | 72.5 | 67.4 | 76.5 | 76.1 | 75.8 | 74.8 | 73.3 | 68.5 | 67.9 | |
| Co-occurenceVenue=Elect. Imag.2025.12 | 68.8 | 60.5 | 70.7 | 70.6 | 71 | 70.6 | 69.6 | 69.9 | 67.6 | |
| CNN-SpotVenue=CVPR20202025.12 | 58.6 | 60.1 | 54 | 55 | 54.1 | 60.8 | 63.8 | 65.7 | 55.6 | |
| Freq-specVenue=WIFS20192025.12 | 50.7 | 50.9 | 50.4 | 50.4 | 50.3 | 51.7 | 51.4 | 50.4 | 50 |