Backdoor Defense on CIFAR-100 non-IID (test) benchmark leaderboard · SOTA2 Research

Backdoor Defense on CIFAR-100 non-IID (test)

63.33Clean AccuracyFedAvg

Evaluation Results

Method	Links
FedAvg2025.03		63.33	99.57	0.35	99.63	0.33	99.52	0.45	99.74	0.23	97.58	1.94	97.18	2.25	98.66	0.92
FedAvg*2025.03		63.33	0.59	50.21	0.59	50.21	0.59	50.21	0.59	50.21	0.59	50.21	0.59	50.21	0.59	50.21
Foolsgold2025.03		62.77	99.58	0.38	99.56	0.38	99.52	0.43	99.67	0.29	11.64	43.01	11.06	42.2	70.23	10.27
Lockdown2025.03		60.91	29.19	32.91	40.08	30.6	11.9	34.97	20.08	32.79	0.13	44.42	0.07	42.72	21.73	36.47
Multi-metrics (MM)2025.03		60.22	99.65	0.28	99.93	0.04	99.9	0.1	99.94	0.06	99.73	0.23	99.82	0.14	99.53	0.18
AlignIns2025.03		59.18	0.66	47.51	0.54	44.67	0.19	47.33	0.42	48.77	1.2	49.17	1.09	45.7	0.64	47.86
MKrum2025.03		45.1	99.44	0.43	1.84	34.89	99.3	0.55	1.22	34.05	99.71	0.23	99.2	0.49	54.69	14.69
RLR2025.03		35.83	58.31	9.22	98.94	0.47	2.31	22.61	76.82	7.79	0	11.31	15.54	15.54	42.26	11.66
RFA2025.03		34.16	3.19	25.07	0.89	26.58	0.91	24.68	4.25	25.66	99.47	0.36	8.52	22.82	22.51	20.93