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ResearchFormerly WizWand

Watermark Forgery Detection on TR Watermarking scheme Frequency-domain

1G-Cos (AUC)G-Cos
0.977120.983060.9890.99494Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
G-CosTarget Model=SD2.1, Optimization Steps=202026.061—
G-CosTarget Model=SDXL, Optimization Steps=202026.061—
G-CosTarget Model=SDXL, Optimization Steps=502026.061—
G-CosTarget Model=SDXL, Optimization Steps=1002026.061—
G-CosTarget Model=PixArt-Σ, Optimization Steps=202026.061—
G-CosTarget Model=PixArt-Σ, Optimization Steps=502026.061—
G-CosTarget Model=PixArt-Σ, Optimization Steps=1002026.061—
G-CosTarget Model=FLUX.1, Optimization Steps=202026.061—
G-CosTarget Model=FLUX.1, Optimization Steps=502026.061—
G-CosTarget Model=FLUX.1, Optimization Steps=1002026.061—
G-CosTarget Model=SD3, Optimization Steps=202026.061—
G-CosTarget Model=SD3, Optimization Steps=502026.061—
G-CosTarget Model=SD3, Optimization Steps=1002026.061—
G-CosTarget Model=SD2.1, Optimization Steps=502026.060.997—
G-CosTarget Model=SD2.1, Optimization Steps=1002026.060.978—
L-SPDTarget Model=SD2.1, Optimization Steps=202026.06—0.978
L-SPDTarget Model=SD2.1, Optimization Steps=502026.06—0.955
L-SPDTarget Model=SD2.1, Optimization Steps=1002026.06—0.905
L-SPDTarget Model=SDXL, Optimization Steps=202026.06—0.997
L-SPDTarget Model=SDXL, Optimization Steps=502026.06—0.997
L-SPDTarget Model=SDXL, Optimization Steps=1002026.06—0.99
L-SPDTarget Model=PixArt-Σ, Optimization Steps=202026.06—0.956
L-SPDTarget Model=PixArt-Σ, Optimization Steps=502026.06—0.952
L-SPDTarget Model=PixArt-Σ, Optimization Steps=1002026.06—0.954
L-SPDTarget Model=FLUX.1, Optimization Steps=202026.06—0.994
L-SPDTarget Model=FLUX.1, Optimization Steps=502026.06—0.994
L-SPDTarget Model=FLUX.1, Optimization Steps=1002026.06—0.995
L-SPDTarget Model=SD3, Optimization Steps=202026.06—0.994
L-SPDTarget Model=SD3, Optimization Steps=502026.06—0.994
L-SPDTarget Model=SD3, Optimization Steps=1002026.06—0.993