Adversarial Attack on Synthbuster and RAISE (test)
88AUC (Pre)PGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PGDTarget Backbone=CLIP [25]2026.05 | 88 | 0 | 100 | |
| PGD-ViTTarget Backbone=CLIP [25]2026.05 | 88 | 54 | 50 | |
| PGD-LTarget Backbone=CLIP [25]2026.05 | 88 | 23 | 83 | |
| SIAATarget Backbone=CLIP [25]2026.05 | 88 | 0 | 100 | |
| PGDTarget Backbone=DINOv2 [7]2026.05 | 83 | 32 | 62 | |
| PGD-ViTTarget Backbone=DINOv2 [7]2026.05 | 83 | 63 | 28 | |
| PGD-LTarget Backbone=DINOv2 [7]2026.05 | 83 | 50 | 49 | |
| SIAATarget Backbone=DINOv2 [7]2026.05 | 83 | 49 | 56 | |
| PGDTarget Backbone=Swin [19]2026.05 | 79 | 0 | 100 | |
| PGD-ViTTarget Backbone=Swin [19]2026.05 | 79 | 47 | 51 | |
| PGD-LTarget Backbone=Swin [19]2026.05 | 79 | 21 | 84 | |
| SIAATarget Backbone=Swin [19]2026.05 | 79 | 0 | 99 |