notesum.ai

Published at November 18

cs.CR

cs.AI

cs.MM

Released Date: November 18, 2024

Authors: Liangqi Lei¹, Keke Gai¹, Jing Yu², Liehuang Zhu¹, Qi Wu³

Aff.: ¹Beijing Institute of Technology; ²University of Chinese Academy of Sciences; ³University of Adelaide

Method	Concept Oriented	Concept Protection	Low Data Requirement	Fidelity		Robustness
Method	Concept Oriented	Concept Protection	Low Data Requirement	FID	CLIP	BitAcc	BitAcc(Adv.)	TPR	TPR (Adv.)
None	-	-	-	24.37	0.367	-	-	-	-
Post-Processing
DwtDctSvd	$\times$	$\times$	✓	25.01	0.363	100.0	71.47	1.000	0.367
RivaGan	$\times$	$\times$	✓	24.72	0.363	98.47	83.21	0.994	0.651
Latent-based
Tree-Ring	$\times$	$\times$	✓	25.69	0.364	-	-	1.000	0.821
Merging Component
StableSig.	$\times$	$\times$	$\times$	24.92	0.362	98.49	81.94	0.993	0.848
Ours	✓	✓	✓	24.58	0.365	95.68	89.32	0.994	0.884