3D Image Classification on MedMNIST 3D v2 (test)

0.998Organ AccuracyTransVW

Evaluation Results

Method
TransVW2024.06	0.998	0.898	0.731	0.835	0.905	0.811	0.863	—	—	—	—	—	—	—
CDSSL-P3D2024.06	0.998	0.908	0.754	0.88	0.947	0.835	0.888	—	—	—	—	—	—	—
ResNet-18+3D2024.06	0.996	0.863	0.712	0.827	0.874	0.82	0.848	—	—	—	—	—	—	—
UniMiSS2024.06	0.996	0.894	0.724	0.853	0.927	0.847	0.874	—	—	—	—	—	—	—
DINO2024.06	0.995	0.89	0.707	0.847	0.918	0.81	0.861	—	—	—	—	—	—	—
SimSiam2024.06	0.995	0.874	0.738	0.837	0.876	0.765	0.848	—	—	—	—	—	—	—
PCRLv22024.06	0.995	0.894	0.74	0.853	0.93	0.798	0.868	—	—	—	—	—	—	—
CDSSL-P3D2024.06	0.993	0.93	0.761	0.857	0.96	0.912	0.902	—	—	—	—	—	—	—
Rand. init.2024.06	0.98	0.876	0.651	0.824	0.907	0.77	0.835	—	—	—	—	—	—	—
PCm2026.03	0.975	0.881	0.527	0.815	0.919	0.927	0.841	1	0.918	0.728	0.866	0.946	0.96	0.903
PCg2026.03	0.975	0.87	0.537	0.838	0.926	0.901	0.841	0.999	0.94	0.738	0.877	0.958	0.971	0.914
3D2026.03	0.972	0.883	0.584	0.848	0.944	0.93	0.86	0.998	0.936	0.766	0.889	0.967	0.973	0.922
PCg2026.03	0.97	0.885	0.531	0.848	0.927	0.933	0.849	0.999	0.946	0.731	0.891	0.938	0.969	0.912
PCm2026.03	0.97	0.869	0.571	0.83	0.936	0.919	0.849	0.999	0.932	0.739	0.875	0.951	0.966	0.91
ViViT2026.03	0.965	0.872	0.51	0.829	0.94	0.905	0.837	0.999	0.883	0.699	0.863	0.951	0.935	0.888
PCm2026.03	0.962	0.874	0.564	0.854	0.934	0.918	0.851	0.999	0.934	0.738	0.892	0.949	0.951	0.91
PCg2026.03	0.962	0.878	0.519	0.846	0.936	0.922	0.844	0.999	0.932	0.722	0.885	0.941	0.957	0.906
3D2026.03	0.962	0.877	0.526	0.851	0.92	0.917	0.842	0.998	0.927	0.742	0.89	0.949	0.961	0.911
3D2026.03	0.957	0.878	0.55	0.856	0.919	0.927	0.848	0.998	0.938	0.76	0.897	0.949	0.965	0.918
PlaneCycle (PCm)2026.03	0.942	0.874	0.471	0.826	0.906	0.849	0.812	99.8	91	65.5	85.6	90.3	87.4	86.6
PlaneCycle (PCg)2026.03	0.934	0.886	0.514	0.834	0.909	0.857	0.82	99.7	92.7	69.4	86.9	90.5	88.9	87.8
PlaneCycle (PCm)2026.03	0.915	0.868	0.474	0.833	0.892	0.834	0.802	99.5	90.9	65.6	84	85.2	86.7	85.3
PlaneCycle (PCm)2026.03	0.902	0.864	0.458	0.834	0.882	0.83	0.795	99.4	88.9	62.9	85	87.6	85.3	84.8
R-ACS2026.03	0.889	0.841	0.517	0.758	0.858	0.709	0.762	99.4	88.6	75	82.8	91.2	71.9	84.8
R-3D2026.03	0.883	0.847	0.494	0.745	0.918	0.795	0.78	99.4	87.5	72.5	82.8	90.7	85.1	86.3
2D2026.03	0.883	0.858	0.467	0.822	0.895	0.852	0.79	98.9	88.9	63.6	85	88.9	86.7	85.1
PlaneCycle (PCg)2026.03	0.882	0.87	0.52	0.833	0.888	0.853	0.808	99.2	90.7	69.6	85.9	86.2	88.6	86.7
2D2026.03	0.878	0.868	0.449	0.805	0.894	0.885	0.797	0.99	0.908	0.611	0.806	0.82	0.941	0.846
PlaneCycle (PCg)2026.03	0.877	0.855	0.517	0.826	0.9	0.865	0.807	99.2	90.9	69.3	85.2	90.1	88.9	87.3
2D2026.03	0.858	0.855	0.441	0.808	0.901	0.882	0.791	0.986	0.891	0.622	0.817	0.842	0.93	0.848
2D2026.03	0.846	0.868	0.438	0.801	0.897	0.868	0.786	0.986	0.902	0.646	0.811	0.853	0.905	0.85
2D2026.03	0.845	0.884	0.482	0.839	0.887	0.838	0.796	98.6	89.2	64.1	87	84.7	85.7	84.9
3D2026.03	0.833	0.856	0.47	0.779	0.889	0.791	0.77	98.6	87.5	69.9	77.6	82.4	79.5	82.6
2D2026.03	0.815	0.881	0.443	0.824	0.888	0.816	0.778	98.2	90.1	63.3	86.2	81.5	86.1	84.2
3D2026.03	0.776	0.831	0.546	0.79	0.887	0.805	0.772	97.8	81.7	70.5	80.5	77.5	82.3	81.7
3D2026.03	0.75	0.815	0.508	0.772	0.887	0.756	0.748	97.4	77.7	70.5	77.7	73.9	74.5	78.6