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ResearchFormerly WizWand

Watermark Forgery Detection on GS Watermarking scheme Bitstream-level

1G-Cos (AUC)G-Cos
0.98960.99230.9950.9977Jun 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=502026.060.998—
G-CosTarget Model=SD2.1, Optimization Steps=1002026.060.99—
L-SPDTarget Model=SD2.1, Optimization Steps=202026.06—0.998
L-SPDTarget Model=SD2.1, Optimization Steps=502026.06—0.992
L-SPDTarget Model=SD2.1, Optimization Steps=1002026.06—0.97
L-SPDTarget Model=SDXL, Optimization Steps=202026.06—0.997
L-SPDTarget Model=SDXL, Optimization Steps=502026.06—0.995
L-SPDTarget Model=SDXL, Optimization Steps=1002026.06—0.992
L-SPDTarget Model=PixArt-Σ, Optimization Steps=202026.06—0.957
L-SPDTarget Model=PixArt-Σ, Optimization Steps=502026.06—0.954
L-SPDTarget Model=PixArt-Σ, Optimization Steps=1002026.06—0.95
L-SPDTarget Model=FLUX.1, Optimization Steps=202026.06—1
L-SPDTarget Model=FLUX.1, Optimization Steps=502026.06—1
L-SPDTarget Model=FLUX.1, Optimization Steps=1002026.06—1
L-SPDTarget Model=SD3, Optimization Steps=202026.06—0.993
L-SPDTarget Model=SD3, Optimization Steps=502026.06—0.993
L-SPDTarget Model=SD3, Optimization Steps=1002026.06—0.993