notesum.ai

Published at December 4

Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models

cs.CR

cs.AI

cs.CV

Released Date: December 4, 2024

Authors: Andreas Müller, Denis Lukovnikov¹, Jonas Thietke¹, Asja Fischer¹, Erwin Quiring¹

Aff.: ¹Ruhr University Bochum

Arxiv: http://arxiv.org/pdf/2412.03283v1

Refer to caption

		Gaussian Shading			Tree-Ring
		(FPR= $10^{-6}$ )			(FPR= $10^{-2}$ )
Model	Step	Det.	Attr.	PSNR	Det.	PSNR
SD2.1-Anime	50	1.00	1.00	30.35	1.00	30.35
	100	1.00	1.00	30.00	1.00	29.99
	150	1.00	1.00	29.78	1.00	29.77
SDXL	50	1.00	1.00	30.31	0.72	30.32
	100	1.00	1.00	29.98	0.95	29.97
	150	1.00	1.00	29.78	0.99	29.77
PixArt- $\Sigma$	50	0.91	0.91	30.35	0.55	30.34
	100	0.94	0.94	30.00	0.78	29.99
	150	0.96	0.96	29.78	0.84	29.78
FLUX.1	50	0.66	0.66	30.49	0.13	30.42
	100	0.88	0.88	30.14	0.20	30.08
	150	0.95	0.95	29.92	0.28	29.87