Synthetic Image Detection on Synthbuster (Balanced Accuracy)
97.5Balanced AccuracyPROBE
Evaluation Results
| Method | Links | |
|---|---|---|
| PROBEBackbone=DINOv2, Training Set=Reconstruction Training Set2026.05 | 97.5 | |
| Separate Expert Fusion (SEF)2026.05 | 96.4 | |
| BFreeTraining Set=Reconstruction Training Set2026.05 | 95.2 | |
| DINOv2Training Set=Reconstruction Training Set2026.05 | 91.9 | |
| DDAre-implementation=via DINO-v3-L2026.05 | 90.6 | |
| DDA2026.05 | 90.1 | |
| DDATraining Set=Reconstruction Training Set2026.05 | 89.9 | |
| DRCT2026.05 | 84.8 | |
| UnivFDTraining Set=GenImage SD 1.42026.05 | 79.2 | |
| PROBEBackbone=ResNet50, Training Set=GenImage SD 1.42026.05 | 79.1 | |
| Aligned2026.05 | 77.4 | |
| EffortTraining Set=GenImage SD 1.42026.05 | 75.7 | |
| DRCTTraining Set=GenImage SD 1.42026.05 | 71.3 | |
| C2P-CLIP2026.05 | 68.5 | |
| CNNSpotTraining Set=GenImage SD 1.42026.05 | 68.4 | |
| UnivFD2026.05 | 67.8 | |
| ResNet50Training Set=GenImage SD 1.42026.05 | 65.4 | |
| AIDETraining Set=GenImage SD 1.42026.05 | 56.2 | |
| FatFormer2026.05 | 56.1 | |
| NPRTraining Set=GenImage SD 1.42026.05 | 54.1 | |
| AIDE2026.05 | 53.9 | |
| NPR2026.05 | 50 | |
| SAFE2026.05 | 46.5 |