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

Backdoor Defense on CIFAR-10 non-IID (test)

85.97Clean MAFoolsgold

Evaluation Results

Method	Links
Foolsgold2025.03		85.97	20.24	68.91	83.27	16.14	42.2	50.79	63.56	31.62	3.77	78.08	1.49	80.22	42.88	62.45	—
FedAvg2025.03		85.05	42.34	51.6	86.33	13.22	42.24	49.63	71.64	25.26	42.29	48.76	76.63	20.73	53.57	36.29	—
FedAvg*2025.03		85.05	1.78	83.09	1.78	83.09	1.78	83.09	1.78	83.09	1.78	83.09	1.78	83.09	1.78	83.09	—
Lockdown2025.03		84.05	6.68	75.23	8.01	75.73	7.11	76.63	6.03	75.77	1.24	73.82	2.19	73.81	5.21	75.07	—
AlignIns2025.03		83.77	2.48	81.17	1.7	81.32	1.54	81.24	1.1	81.11	2.73	81.54	2.08	80.42	1.77	80.48	—
Multi-metrics (MM)2025.03		82.02	50.52	41.41	95.7	4.08	66.88	28.18	43.69	47.38	85.58	13.02	98.86	1.04	63.12	30.83	—
RFA2025.03		79.8	56.26	36.49	97.42	2.3	53.7	39	90.7	8.1	4.29	71.93	22.26	56.6	50.27	39.36	—
AlignIns2025.03		79.51	—	—	—	—	—	—	—	—	—	—	—	—	1.9	7,928	75.81
Lockdown2025.03		73.91	—	—	—	—	—	—	—	—	—	—	—	—	99.92	0	0.06
MKrum2025.03		70.89	72.7	20.98	95.57	3.71	2.12	69.8	53.81	35.09	1.18	74.02	1.22	71.08	49.58	37.78	—
Foolsgold2025.03		67.97	—	—	—	—	—	—	—	—	—	—	—	—	99.99	1	0
RLR2025.03		59.87	3.27	55.54	0.94	55.53	1.98	59.98	1.87	59.52	0.21	45.6	0.27	46.02	1.92	53.04	—
RLR2025.03		41.56	—	—	—	—	—	—	—	—	—	—	—	—	14.12	4,678	38.17