Backdoor Defense Robustness on Tiny-ImageNet 200 benchmark leaderboard · SOTA2 Research

Backdoor Defense Robustness on Tiny-ImageNet 200

53.98BadNets CARNP

Updated 1mo ago

Evaluation Results

Method	Links
RNP2026.06		53.98	0.2	3.18	0.32	45.9	1.2	5.1	0.6	43.67	0	18.5	0.2	48.05	0	60.9	0	36.52	0.1	14.1	0	18.98	0.2	0.9	0.2	39.34	96.82	87.17	85.69	41.42	28.66	100	99.96	44.26	83.8	80.5	78	41.07	1.6	9.1	1.7	41.31	21.25	37.94	26.66
No Defense2026.06		49.82	98.34	—	—	50.08	100	—	—	45.42	99.9	—	—	49.8	99.9	—	—	40.53	100	—	—	40.5	99.8	—	—	51.8	96.14	—	—	49.8	99.74	—	—	50.13	93.7	—	—	50.33	98.2	—	—	47.82	98.57	—	—
ANP2026.06		46.78	2.14	91.5	11.82	47.66	17.8	99.6	48.3	41.56	65.2	99.6	79.9	47.17	20.2	98.6	55	40.53	1.1	96.4	31	39.45	2.8	4.8	6.8	48.03	91.83	97.26	92.6	48.24	98.86	99.3	99.4	46.45	6.3	59.1	24.1	47.36	41.1	74.2	59.3	45.32	34.73	82.03	50.82
PAM2026.06		43.66	2.24	1.34	2.52	25.05	34.2	76	38.8	39.93	5.3	97.8	52.2	31.73	89.9	82	75.7	32.38	4.1	9.8	5.4	33.06	4.7	0.7	5.1	35.56	1.16	97.44	23.9	42.72	0	100	62.16	42.87	6.5	95.6	88.3	39.21	0.1	85.5	20.9	36.61	14.82	64.61	37.49
BI-BAU (T)2026.06		41.14	4.34	2.54	3.98	32.8	0.5	4	0.7	36.8	6.8	14	5.8	32.36	0.4	9.2	0.8	36.7	11.4	9	11.8	35.97	1.5	0.7	0.9	30.68	21.06	65.9	17.25	30.5	0.06	1.18	0.04	29.87	0.6	9.5	0.4	30.67	6.3	19.3	5.2	33.74	5.29	13.53	4.68
SAU2026.06		40.98	1.94	93.86	13.12	40.94	20.3	96.6	61.6	36.07	20.7	97.9	96.4	40.1	22.8	98.4	63.8	31.28	16.9	94.8	54.2	31.4	5.5	0.6	7	42.58	84.9	98.13	87.78	40.54	1.3	99.76	76.52	41.62	1.3	83.9	57.6	41.44	33.5	91.2	73.2	39.69	20.91	85.51	59.12
BI-BAU (U)2026.06		39.56	0.34	0.98	0.52	1.6	—	—	—	38.78	1.3	25.4	0.5	40.28	0	25.7	0.1	38.44	2.2	11.7	2.5	38.91	1.3	0.6	0	32.89	26.57	96.72	13.95	31.16	2.94	66.68	34.88	31.5	0.2	24.6	0.8	30.34	8	30.6	8.9	36.29	4.44	31.91	7.43
BTI-DBF2026.06		39.44	0.2	96.36	36.28	45.7	0	86.6	0	41.9	0.1	88.6	36.9	46.47	0	99.5	16.9	37.47	0	1.9	0.1	31.53	0	0.1	0.1	40.15	11.05	98.69	85.83	42.42	0	96.8	0	39.17	5.6	97.9	91.7	35.48	7.5	93.1	69.7	39.97	2.44	75.95	33.75
IBU2026.06		32.12	0	0	0	32.9	0	42.3	4.1	40.11	0	0	0	43.42	0	0.1	0	36.88	0	0	0	34.04	0	0	0	46.36	0	0	0.02	31.38	0	0	0	44.64	0	0	0	44.91	0	0	0	38.67	0	4.24	0.41