AI-generated Image Detection on FakeForm SD-3
93.2AccuracySAFE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAFEBackbone=ResNet, FPS=180.4, FLOPs=2.29, Params (M)=1.442026.05 | 93.2 | 93.9 | |
| AIGI-HolmesBackbone=ViT, FPS=2.2, Params (M)=> 70002026.05 | 93.2 | 93.1 | |
| FatFormerBackbone=ViT, FPS=13.3, FLOPs=216.83, Params (M)=492.592026.05 | 93 | 94.5 | |
| AIDEBackbone=ResNeXt, FPS=18.9, FLOPs=225.69, Params (M)=893.542026.05 | 92.6 | 93.7 | |
| CoDABackbone=ResNet, FPS=125.2, FLOPs=2.37, Params (M)=1.482026.05 | 91.2 | 93.6 | |
| UFD2026.05 | 88.9 | 91.9 | |
| FreqNetBackbone=ResNet, FPS=157.2, FLOPs=1.97, Params (M)=1.852026.05 | 87.2 | 91.7 | |
| NPRBackbone=ResNet, FPS=200.6, FLOPs=1.75, Params (M)=1.442026.05 | 86.6 | 92.9 | |
| Humans2026.05 | 69.4 | 78.6 | |
| CNNDetBackbone=Xception, FPS=26.2, FLOPs=16.57, Params (M)=23.512026.05 | 55.5 | 65 |