notesum.ai

Published at November 25

cs.CR

Released Date: November 25, 2024

Authors: Sizai Hou¹, Songze Li², Duanyi Yao¹

Aff.: ¹Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong; ²Southeast University, Nanjing, China

	BadEncoder			CTRL			DRUPE			CLIP Backdoor			BadCLIP
	TPR $(\uparrow)$	FPR $(\downarrow)$	AUC $(\uparrow)$	TPR	FPR	AUC	TPR	FPR	AUC	TPR	FPR	AUC	TPR	FPR	AUC
DECREE	46.4^∗	70.6^∗	0.362^∗	-	-	-	44.7	70.6	0.344	30.1^∗	54.8^∗	0.348^∗	-	-	-
ASSET	84.9	4.0	0.978	89.6	30.2	0.799	94.7	27.6	0.858	30.0	0.0	0.555	99.8	49.4	0.773
DEDE	93.1	6.9	0.981	87.2	12.8	0.912	97.6	2.4	0.997	100.0	0.0	1.0	85.0	14.9	0.925
DEDE OOD	97.2	2.83	0.993	88.1	13.3	0.911	92.1	7.9	0.976	100.0	0.0	1.0	72.1	27.9	0.798