notesum.ai

Published at December 10

Backdoor Attacks against No-Reference Image Quality Assessment Models via A Scalable Trigger

cs.CV

cs.CR

Released Date: December 10, 2024

Authors: Yi Yu¹, Song Xia, Xun Lin, Wenhan Yang, Shijian Lu, Yap-peng Tan, Alex Kot

Aff.: ¹Nanyang Technological University, Singapore

Arxiv: http://arxiv.org/pdf/2412.07277v1

Refer to caption

Attack Settings		Poison-label attacks (P-BAIQA)										Clean-label attacks (C-BAIQA)
Dataset		LIVEC					KonIQ-10k					LIVEC					KonIQ-10k
Model	Attacks	Benign			Attack		Benign			Attack		Benign			Attack		Benign			Attack
Model	Attacks	ⓐ	ⓑ	ⓒ	{A}⃝	{B}⃝	ⓐ	ⓑ	ⓒ	{A}⃝	{B}⃝	ⓐ	ⓑ	ⓒ	{A}⃝	{B}⃝	ⓐ	ⓑ	ⓒ	{A}⃝	{B}⃝
HyperIQA	w/o	0.911	0.897	9.47	-	-	0.905	0.886	7.00	-	-	0.911	0.897	9.47	-	-	0.905	0.886	7.00	-	-
	Blended	0.887	0.859	10.27	18.88	0.11	0.894	0.876	7.31	18.09	0.14	0.903	0.883	9.91	22.47	-0.02	0.899	0.885	7.26	22.25	-0.00
	WaNet	0.877	0.855	10.59	22.03	-0.00	0.893	0.878	7.09	22.01	-0.00	0.877	0.855	10.59	22.03	-0.00	0.909	0.895	6.66	22.00	0.00
	FTrojan	0.912	0.878	9.64	10.18	0.51	0.897	0.879	7.10	7.77	0.63	0.905	0.883	9.40	18.92	0.13	0.905	0.894	7.00	16.31	0.30
	Ours	0.903	0.872	9.52	8.72	0.63	0.903	0.887	6.93	6.42	0.65	0.903	0.892	9.91	10.65	0.60	0.900	0.885	7.00	15.19	0.29
DBCNN	w/o	0.878	0.869	10.48	-	-	0.905	0.889	6.74	-	-	0.878	0.869	10.48	-	-	0.905	0.889	6.74	-	-
	Blended	0.855	0.817	10.96	18.44	0.13	0.887	0.865	7.34	14.00	0.29	0.773	0.717	17.01	22.18	-0.01	0.888	0.881	7.47	22.27	-0.01
	WaNet	0.828	0.798	11.71	22.04	-0.00	0.867	0.839	7.78	21.96	0.00	0.828	0.798	11.71	22.04	-0.00	0.891	0.885	7.38	22.00	-0.00
	FTrojan	0.866	0.848	10.90	10.50	0.50	0.898	0.878	7.11	5.60	0.67	0.771	0.723	17.15	21.89	0.00	0.890	0.882	7.44	21.12	0.04
	Ours	0.887	0.860	9.98	9.45	0.56	0.902	0.883	7.03	5.21	0.69	0.890	0.866	10.09	12.37	0.45	0.903	0.887	6.95	13.97	0.37
TReS	w/o	0.909	0.894	15.22	-	-	0.909	0.886	19.20	-	-	0.909	0.894	15.22	-	-	0.909	0.886	19.20	-	-
	Blended	0.878	0.845	17.60	20.15	0.10	0.871	0.860	15.08	19.49	0.10	0.897	0.872	17.61	23.08	-0.04	0.897	0.880	18.22	22.86	-0.03
	WaNet	0.881	0.869	16.80	22.00	0.00	0.839	0.836	24.14	22.08	-0.00	0.881	0.869	16.80	22.00	0.00	0.904	0.887	18.94	21.99	0.00
	FTrojan	0.866	0.843	18.11	10.33	0.66	0.891	0.877	20.76	9.81	0.81	0.895	0.882	17.94	19.60	0.10	0.886	0.872	17.24	16.96	0.22
	Ours	0.877	0.855	17.31	10.22	0.73	0.892	0.875	22.24	9.01	0.93	0.895	0.871	16.15	13.75	0.42	0.887	0.862	16.99	14.60	0.35