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ResearchFormerly WizWand

Watermark Forgery Detection on TAG Watermarking scheme Bitstream-level

1G-Cos (AUC)G-Cos
0.993760.995380.9970.99862Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
G-CosTarget Model=SD2.1, Optimization Steps=202026.061—
G-CosTarget Model=SD2.1, Optimization Steps=502026.061—
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=1002026.060.994—
L-SPDTarget Model=SD2.1, Optimization Steps=202026.06—0.997
L-SPDTarget Model=SD2.1, Optimization Steps=502026.06—0.989
L-SPDTarget Model=SD2.1, Optimization Steps=1002026.06—0.961
L-SPDTarget Model=SDXL, Optimization Steps=202026.06—0.994
L-SPDTarget Model=SDXL, Optimization Steps=502026.06—0.986
L-SPDTarget Model=SDXL, Optimization Steps=1002026.06—0.978
L-SPDTarget Model=PixArt-Σ, Optimization Steps=202026.06—0.985
L-SPDTarget Model=PixArt-Σ, Optimization Steps=502026.06—0.983
L-SPDTarget Model=PixArt-Σ, Optimization Steps=1002026.06—0.976
L-SPDTarget Model=FLUX.1, Optimization Steps=202026.06—1
L-SPDTarget Model=FLUX.1, Optimization Steps=502026.06—0.999
L-SPDTarget Model=FLUX.1, Optimization Steps=1002026.06—0.999
L-SPDTarget Model=SD3, Optimization Steps=202026.06—0.987
L-SPDTarget Model=SD3, Optimization Steps=502026.06—0.987
L-SPDTarget Model=SD3, Optimization Steps=1002026.06—0.987