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Multi-label Classification on NIH Chest X-ray

0.822Mean AUC

XProtoNet

Updated 1mo ago

Evaluation Results

Method
XProtoNet 2021.03	0.822	0.78	0.887	0.835	0.71	0.831	0.804	0.734	0.871	0.747	0.84	0.941	0.815	0.799	0.909
Hermoza et al. 2021.03	0.821	0.775	0.881	0.831	0.695	0.826	0.789	0.741	0.879	0.747	0.846	0.936	0.833	0.793	0.917
XProtoNet 2021.03	0.82	0.782	0.881	0.836	0.715	0.834	0.799	0.73	0.874	0.747	0.834	0.936	0.815	0.798	0.896
Ma et al. 2021.03	0.817	0.777	0.894	0.829	0.696	0.838	0.771	0.722	0.862	0.75	0.846	0.908	0.827	0.779	0.934
Guan et al. 2021.03	0.816	0.781	0.883	0.831	0.697	0.83	0.764	0.725	0.866	0.758	0.853	0.911	0.826	0.78	0.918
Guan et al. 2021.03	0.814	0.779	0.879	0.824	0.694	0.831	0.766	0.726	0.858	0.758	0.85	0.909	0.832	0.778	0.906
FedAvg 2023.04	0.807	0.776	0.877	0.828	0.696	0.82	0.768	0.717	0.865	0.75	0.849	0.913	0.817	0.775	0.85
FedLSM 2023.04	0.791	0.757	0.846	0.804	0.68	0.775	0.742	0.7	0.858	0.727	0.833	0.901	0.804	0.755	0.884
FedAvg-FixMatch* 2023.04	0.776	0.741	0.858	0.8	0.68	0.767	0.735	0.699	0.836	0.73	0.815	0.813	0.776	0.745	0.865
MOON* 2023.04	0.772	0.722	0.841	0.76	0.689	0.736	0.72	0.7	0.836	0.718	0.817	0.877	0.78	0.74	0.873
FedProx* 2023.04	0.766	0.716	0.84	0.766	0.678	0.723	0.729	0.707	0.805	0.716	0.811	0.842	0.772	0.737	0.886
FedAvg* 2023.04	0.76	0.721	0.83	0.75	0.687	0.725	0.722	0.684	0.818	0.724	0.814	0.842	0.766	0.732	0.84
FPSL 2023.04	0.76	0.712	0.82	0.773	0.672	0.704	0.716	0.711	0.809	0.709	0.813	0.837	0.775	0.725	0.87
Wang et al. 2021.03	0.745	0.7	0.81	0.759	0.661	0.693	0.669	0.658	0.799	0.703	0.805	0.833	0.786	0.684	0.872
FSSL* 2023.04	0.74	0.682	0.794	0.759	0.7	0.682	0.695	0.706	0.766	0.713	0.805	0.705	0.79	0.726	0.837
FedBB 2026.06	0.7202	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedBB 2026.06	0.7129	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedBB 2026.06	0.7114	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAvg 2023.04	0.71	0.634	0.75	0.71	0.695	0.686	0.707	0.695	0.79	0.682	0.765	0.717	0.76	0.726	0.623
FedRS 2023.04	0.697	0.66	0.707	0.732	0.682	0.67	0.685	0.685	0.761	0.685	0.756	0.644	0.75	0.72	0.609
FedBB 2026.06	0.6898	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAvg 2026.06	0.681	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAvg 2026.06	0.6765	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedNova 2026.06	0.676	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAvg 2026.06	0.6754	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedProx 2026.06	0.6734	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedNova 2026.06	0.6733	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAlign 2026.06	0.672	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MOON 2026.06	0.6702	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedProx 2026.06	0.6697	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAlign 2026.06	0.6689	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedProx 2026.06	0.6657	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedNova 2026.06	0.6597	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAlign 2026.06	0.6577	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedProx 2026.06	0.6574	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MOON 2026.06	0.6573	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAlign 2026.06	0.6555	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedNova 2026.06	0.6532	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FedAvg 2026.06	0.648	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MOON 2026.06	0.6453	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MOON 2026.06	0.6422	-	-	-	-	-	-	-	-	-	-	-	-	-	-