Backdoor Defense on CIFAR-10 1.0 (test) benchmark leaderboard · SOTA2 Research

Backdoor Defense on CIFAR-10 1.0 (test)

94.04BadNet C-AccOriginal Backdoored Model

Evaluation Results

Method	Links
Original Backdoored Model2024.10		94.04	99.99	94.77	100	94.6	96.38	94.86	99.99	94.57	99.09
Original Backdoored Model2024.10		93.81	99.92	94.53	100	93.65	97.7	94.57	99.9	94.14	99.38
Original Backdoored Model2024.10		93.73	100	94.28	100	94.31	98.71	85.8	100	92.03	99.68
EP2024.10		93.57	0.94	93.47	3.37	93.39	0.53	93.64	0.52	93.52	1.34
EP2024.10		92.84	0.98	92.1	1.12	91.84	0.43	92.91	0.41	92.42	0.74
EP2024.10		92.78	0.93	93.34	1.52	93.1	0.71	92.12	0.16	92.84	0.83
PAM2024.10		92.58	0.94	92.59	0.24	92.36	1.62	91.99	2.14	92.38	1.23
PAM2024.10		92.43	1.73	92.63	0.22	92.89	1.37	91.06	2.31	92.25	1.41
EP2024.10		92.33	1.48	91.36	3.51	89.26	6.28	92.33	1.71	91.32	3.25
EP2024.10		92.27	1.08	93.36	4.93	92.05	2.47	93.69	0.41	92.84	2.22
EP2024.10		92.17	1.58	93.06	4.78	92.04	3.7	91.79	2.03	92.27	3.02
PAM2024.10		92.11	1.14	93.34	1.67	92.96	1.24	92.32	4.92	92.68	2.24
PAM2024.10		91.77	1.47	91.85	7.44	92.01	2.63	90.98	3.37	91.65	3.73
PAM2024.10		91.66	3.9	93.38	2.69	92.2	3.31	92.15	8.31	92.35	4.55
PAM2024.10		91.49	1.46	92.75	0.64	92.32	14.23	90.6	3.54	91.79	4.97
Original Backdoored Model2024.10		89.85	100	89.59	98.72	88.83	86.75	90.13	99.8	89.6	96.32
PAM2024.10		88.7	1.22	87.02	1.08	87.62	1.61	87.7	1.81	87.76	1.43
EP2024.10		88.58	1.52	88	3.21	88.17	0.69	88.59	0.56	88.34	1.5
EP2024.10		88.03	2.77	87.13	3.54	86.33	1.47	88.94	0.95	87.61	2.18
PAM2024.10		87.03	3.04	86.49	1.94	85.89	3.72	86.44	9.39	86.42	4.52