AIGI Detection on Synthbuster
99.8B.AccDDA*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DDA*Backbone=DINOv3-H+2026.05 | 99.8 | — | — | 94.2 | |
| STAL2026.05 | 99.7 | — | — | 97 | |
| MIRRORBackbone=DINOv32026.02 | 98.1 | 97.5 | 97.6 | — | |
| MIRROR2026.04 | 98.1 | 97.5 | 97.6 | — | |
| HEDGE2026.04 | 97.3 | 96.8 | 97.2 | — | |
| MIRRORBackbone=DINOv22026.02 | 97 | 96.4 | 97.6 | — | |
| DDAEvaluation Weights=Official2026.02 | 96.5 | 95.6 | 94.6 | — | |
| DDA2026.04 | 96.5 | 95.6 | 94.6 | — | |
| B-FreeEvaluation Weights=Official2026.02 | 95.7 | 95.9 | 94.8 | — | |
| B-Free2026.04 | 95.7 | 95.9 | 94.8 | — | |
| DDA2026.05 | 90.1 | — | — | 90 | |
| DRCT2026.05 | 84.8 | — | — | 73.3 | |
| DRCTEvaluation Weights=Official2026.02 | 81 | 80.6 | 83.3 | — | |
| DRCT2026.04 | 81 | 80.6 | 83.3 | — | |
| AlignedForensics2026.05 | 77.4 | — | — | 74.4 | |
| AIDEEvaluation Weights=Retrained2026.02 | 75.4 | 76.8 | 62.5 | — | |
| AIDE2026.04 | 75.4 | 76.8 | 62.5 | — | |
| C2P-CLIPEvaluation Weights=Retrained2026.02 | 69.4 | 57.3 | 66.4 | — | |
| C2P-CLIP2026.04 | 69.4 | 57.3 | 66.4 | — | |
| FatFormerEvaluation Weights=Retrained2026.02 | 69.2 | 57.1 | 65.6 | — | |
| FatFormer2026.04 | 69.2 | 57.1 | 65.6 | — | |
| C2P-CLIP2026.05 | 68.5 | — | — | 64.7 | |
| UnivFD2026.05 | 67.8 | — | — | 57.6 | |
| UnivFDEvaluation Weights=Retrained2026.02 | 65.8 | 59.2 | 52.3 | — | |
| UnivFD2026.04 | 65.8 | 59.2 | 52.3 | — | |
| NPREvaluation Weights=Retrained2026.02 | 64.6 | 64 | 34.4 | — | |
| NPR2026.04 | 64.6 | 64 | 34.4 | — | |
| FatFormer2026.05 | 56.1 | — | — | 61.3 | |
| AlignedEvaluation Weights=Official2026.02 | 54.5 | 53 | 53.8 | — | |
| Aligned2026.04 | 54.5 | 53 | 53.8 | — | |
| AIDE2026.05 | 53.9 | — | — | 54.3 | |
| SAFEEvaluation Weights=Retrained2026.02 | 51.6 | 53.8 | 49.9 | — | |
| SAFE2026.04 | 51.6 | 53.8 | 49.9 | — | |
| NPR2026.05 | 50 | — | — | 45.4 | |
| SAFE2026.05 | 46.5 | — | — | 46 |