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Federated Out-of-Distribution Generalization on CIFAR-100-C 1.0 (test)

78.05Overall Accuracy

FedSDWC

Updated 1mo ago

Evaluation Results

Method	Links
FedSDWC 2025.11		78.05	75.9	62.61	41.98	69.96	53.9	64.31	69.5	55.36	61.88	49.97	64.44	61.18	66.23	68.6	61.87	61.97	61.88	37.61	61.31	61.43
FedTHE 2025.11		73.83	69.09	64.11	54.56	59.87	43.39	55.92	57.69	42.33	36.78	35.51	53.13	55.8	61.34	60.75	51.6	44.98	53.15	38.44	63.55	53.79
FOSTER 2025.11		72.54	67.5	63.32	55.41	58.4	45.67	56.06	56.01	44.96	39.94	38.43	53.53	55.4	61.11	60.76	54.97	42.91	52.36	40.68	63.1	54.15
FedICON 2025.11		72.22	67.79	62.92	54.41	58.24	44.28	55.38	56.16	43.64	37.12	37	53.58	54.79	60.13	60.08	52.17	43.62	51.08	39.21	62.57	53.32
PerAda 2025.11		55.12	53.74	47.26	40.1	39.12	30.51	40.05	38.46	31.02	23.98	30.25	38.33	36.77	45.03	43.03	38.05	33.12	41.98	30.19	41.75	38.89
FOOGD 2025.11		53.84	51.69	49.59	40.63	44.87	32.86	41.62	40.98	32.81	27.44	28.28	39.68	40.64	47.47	46.23	42.52	30.98	38.54	26.24	45.81	40.14
FedLN 2025.11		52.48	48.15	43.9	36.29	39.43	30.53	36.51	37.11	30.28	27.32	24.83	35.09	38.6	41.49	41.05	36.11	27.1	35.38	24.26	43.36	36.46
FedAvg 2025.11		51.67	46.85	42.41	34.18	38.59	26.43	33.82	36.15	26.37	20.96	21.21	32.95	35.09	38.65	39.17	34.41	26.39	32.53	22.99	41.17	34.1
FedT3A 2025.11		51.67	51.5	47.32	38.98	42.19	29.31	39.34	41.45	29.2	27.48	22.5	37.65	39.41	44.72	44.18	42.1	29.88	37.4	23.65	46.63	38.33
FedIIR 2025.11		51.63	47.88	42.04	35.39	38.92	27.47	34.75	36.8	27.03	19.67	21.79	33.34	35.69	39.36	39.92	33.31	26.94	33.33	21.84	41.9	34.45
FedATOL 2025.11		43.65	41.08	36.39	30.63	35.61	24.47	30.63	33.87	24.01	18.4	19.67	30.23	32.39	33.89	34.67	32.51	26.96	29.5	21.58	33.64	30.69