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ResearchFormerly WizWand

Watermark Forgery Detection on MS-COCO

100Detection RateGS
-4235077May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GSService Provider Model=PixArt-α, Attacker Model=SD 2.12026.0510097.72100
T2SMarkService Provider Model=PixArt-α, Attacker Model=SD 2.12026.0510099.05100
T2SMarkAttacker Proxy VAE=SD 1.4, Optimization Steps=1002026.0510098.14100
GS+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.0510091.78100
PRC+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.05100100—
GSAttacker Proxy VAE=SD 1.4, Optimization Steps=1002026.059993.59100
TRService Provider Model=PixArt-α, Attacker Model=SD 2.12026.0597—99.67
PRCService Provider Model=PixArt-α, Attacker Model=SD 2.12026.059798.58—
TR+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.0593—98.67
T2SMark+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-R2026.059392.9899.33
TRAttacker Proxy VAE=SD 1.4, Optimization Steps=1002026.0577—95.65
PRCService Provider Model=PixArt-α, Attacker Model=SD 2.12026.055054.39—
T2SMarkService Provider Model=PixArt-α, Attacker Model=SD 2.12026.053054.3490.2
TR+PAttacker Proxy VAE=SD 1.4, Optimization Steps=100, Defense=PGID-F2026.0527—73.26
TRService Provider Model=PixArt-α, Attacker Model=SD 2.12026.0520—41.7
TR+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.0510—51.78
GSService Provider Model=PixArt-α, Attacker Model=SD 2.12026.05344.4436.08
GS+PAttacker Proxy VAE=SD 1.4, Optimization Steps=100, Defense=PGID-F2026.05261.3898.66
T2SMark+PAttacker Proxy VAE=SD 1.4, Optimization Steps=100, Defense=PGID-F2026.05251.5657.44
GS+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05057.1593.22
PRC+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05050.55—
T2SMark+PService Provider Model=PixArt-α, Attacker Model=SD 2.1, Defense=PGID-F2026.05050.160.56