Watermark Forgery Detection on MS-COCO
100Detection RateGS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GSService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 100 | 97.72 | 100 | |
| T2SMarkService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 100 | 99.05 | 100 | |
| T2SMarkAttacker Proxy VAE=SD 1.4, Optimization Steps=1002026.05 | 100 | 98.14 | 100 | |
| GS+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.05 | 100 | 91.78 | 100 | |
| PRC+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.05 | 100 | 100 | — | |
| GSAttacker Proxy VAE=SD 1.4, Optimization Steps=1002026.05 | 99 | 93.59 | 100 | |
| TRService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 97 | — | 99.67 | |
| PRCService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 97 | 98.58 | — | |
| TR+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.05 | 93 | — | 98.67 | |
| T2SMark+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.05 | 93 | 92.98 | 99.33 | |
| TRAttacker Proxy VAE=SD 1.4, Optimization Steps=1002026.05 | 77 | — | 95.65 | |
| PRCService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 50 | 54.39 | — | |
| T2SMarkService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 30 | 54.34 | 90.2 | |
| TR+PAttacker Proxy VAE=SD 1.4, Optimization Steps=100, Defense=PGID-F2026.05 | 27 | — | 73.26 | |
| TRService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 20 | — | 41.7 | |
| TR+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05 | 10 | — | 51.78 | |
| GSService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05 | 3 | 44.44 | 36.08 | |
| GS+PAttacker Proxy VAE=SD 1.4, Optimization Steps=100, Defense=PGID-F2026.05 | 2 | 61.38 | 98.66 | |
| T2SMark+PAttacker Proxy VAE=SD 1.4, Optimization Steps=100, Defense=PGID-F2026.05 | 2 | 51.56 | 57.44 | |
| GS+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05 | 0 | 57.15 | 93.22 | |
| PRC+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05 | 0 | 50.55 | — | |
| T2SMark+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05 | 0 | 50.16 | 0.56 |