Federated Out-of-Distribution Generalization on CIFAR-100-C 1.0 (test) benchmark leaderboard · SOTA2 Research

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

78.05Overall AccuracyFedSDWC

Updated 4mo ago

Evaluation Results

Method	Links
FedSDWC2025.11		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
FedTHE2025.11		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
FOSTER2025.11		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
FedICON2025.11		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
PerAda2025.11		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
FOOGD2025.11		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
FedLN2025.11		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
FedAvg2025.11		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
FedT3A2025.11		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
FedIIR2025.11		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
FedATOL2025.11		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