Backdoor Defense on CIFAR-10 (Comprehensive Attack Profile) benchmark leaderboard · SOTA2 Research

Backdoor Defense on CIFAR-10 (Comprehensive Attack Profile)

90.22CA (BadNets)RNP

Updated 1mo ago

Evaluation Results

Method	Links
RNP2026.06		90.22	0.66	1.66	0.94	84.88	3.8	21.6	12	87.72	3.1	20.7	13.5	89.46	4.04	26.98	19.68	88.86	3.04	45.84	16.44	90.67	0.4	92.5	76.8	81.81	71.91	76.46	69.47	79.54	99.48	99.84	98.02	77.38	12.3	54.5	53.7	75.42	73.5	89.8	87.9	84.59	27.22	52.98	44.84
No Defense2026.06		90	99.7	—	—	90.98	100	—	—	89.54	99.9	—	—	91.25	99.3	—	—	91.96	99.9	—	—	88.18	99.1	—	—	88.81	99.44	—	—	91.18	99.78	—	—	90.64	84.9	—	—	90.73	88	—	—	90.32	97	—	—
IBU2026.06		87.95	0.1	0	7.1	88.42	0	0	0	87.57	0.3	0.1	0.1	91	2.6	70.8	4.3	87.05	1	0.8	1.4	85.03	0	26.1	1.5	85.89	0	0	0.11	86.28	0.48	2.6	0.28	86.96	0	0	0	87.35	0	0	0	87.35	0.44	10.04	1.47
BTI-DBF2026.06		86.64	5.4	88.6	61.4	88.87	82.6	96.5	76.9	85.67	8	97.7	79.3	85.1	20.6	88.7	81.4	86.95	3.8	29.1	11.7	82.61	1.8	2.3	2.3	84.27	83.26	92.86	69.76	85.78	1.44	95.42	92.16	85.46	30.4	61.2	61.4	87.75	16.8	31	25.6	85.91	25.49	68.33	56.19
ANP2026.06		86.25	0.6	3.6	2.4	85.04	4.3	27.5	37.3	85.93	0.6	6.9	2.5	88.47	0.7	75	71	88.06	4.2	51.6	20.6	88.12	0.7	44.9	37.8	83.87	11.95	71.17	57.4	87.1	97.52	99.34	98.62	87.27	17.3	62.6	61.5	83.32	32.9	70.9	60.8	86.34	17.07	51.35	44.99
PAM2026.06		85.83	0	58.1	11	88.1	0.4	20	0.2	80.1	20.3	19.4	16.6	82.68	6.7	82.5	68.2	77.61	8.3	9.6	6.5	78.1	5.8	1.9	2.1	80.89	4.04	69.62	34.16	86.42	0	72.66	57.94	85.36	54.7	72.5	72.2	86.4	28.4	45.6	38.3	83.14	12.86	45.18	30.72
SAU2026.06		85.21	3	96.9	42.1	85.52	8	45.2	24.5	83.71	1.8	96.1	51.1	85.31	3.1	88.5	47.3	85.75	6.8	68.5	17.6	80.81	2.7	73.5	25.4	82.56	35.22	88.06	68.44	85.86	10.3	93.78	71.1	84.1	5.5	72.9	69.4	85.42	31.9	53.9	40.5	84.42	10.83	77.73	45.74
BI-BAU (T)2026.06		83.81	2.4	3.7	2.7	84.7	1.6	8.9	3.6	85.48	2.2	12.3	4.2	86.42	4.3	11.8	3.9	86.7	5.1	13.3	8.3	84.61	1.6	2.8	1.5	77.22	1.6	64.24	14.47	77.22	1.6	23.38	6.7	84.54	2.9	6.1	3	85.16	16.4	20.9	17	83.57	3.97	16.74	6.53
BI-BAU (U)2026.06		83.74	2.7	3.6	2.8	86.78	0.1	4.3	4.7	86.05	1.3	12.8	0.1	86.38	1.4	11.6	2.9	86.25	3.8	7	4.6	83.74	2.1	7	14.8	82.29	0.46	33.77	2.4	83.34	9.86	20.92	8.38	82.84	2.5	4.9	2.7	80.45	14.9	19	14.2	84.18	3.91	12.48	5.75