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Multi-organ segmentation on Synapse multi-organ CT v1 (fixed (18 train, 12 test))

0.9128DSC

TopoMamba-3D

Updated 1mo ago

Evaluation Results

Method
TopoMamba-3D 2026.04	0.9128	-	3.08	-	0.9413	0.8225	0.9311	0.9142	0.9671	0.8211	0.9693	0.9356
H-SAM 2026.04	0.9032	-	4.81	-	0.892	0.794	0.943	0.936	0.975	0.794	0.971	0.921
MedSAM 2026.04	0.9016	-	2.41	-	0.9247	0.9082	0.914	0.9071	0.9244	0.7687	0.9588	0.907
TopoMamba-2D 2026.04	0.9012	-	4.63	-	0.9259	0.7896	0.9236	0.9058	0.9663	0.8141	0.9585	0.9261
MedSegDiff 2026.04	0.8982	-	4.87	-	0.8934	0.8975	0.9339	0.9213	0.9456	0.7864	0.9421	0.8656
SAM 2026.04	0.8882	-	3.27	-	0.9015	0.8297	0.9095	0.8976	0.9574	0.7633	0.9455	0.9014
Swin-UNETR 2026.04	0.8774	-	8.18	-	0.8938	0.7949	0.9188	0.8993	0.9572	0.7511	0.9334	0.871
nnUNet 2026.04	0.8476	-	14.81	-	0.8779	0.7012	0.9154	0.8941	0.9477	0.6812	0.9412	0.8224
MORSE 2023.04	0.8085	0.6853	26.61	6.46	0.8892	0.6753	0.8483	0.8168	0.9683	0.597	0.8773	0.7958
Swin-UMamba 2026.04	0.8001	-	16.42	-	0.8813	0.6428	0.8685	0.8075	0.95	0.577	0.9016	0.7717
VM-UNet 2026.04	0.7999	-	21.2	-	0.8768	0.6328	0.8478	0.7981	0.9502	0.5966	0.8931	0.804
IAR+MoE 2023.04	0.796	0.6699	-	6.54	0.8873	0.6683	0.8385	0.8019	0.9598	0.5712	0.8692	0.7721
IAR 2023.04	0.7937	0.665	30.13	7.25	0.8863	0.6676	0.837	0.795	0.9526	0.571	0.869	0.771
SMOE 2023.04	0.7868	0.6598	31.86	7	0.876	0.6621	0.8262	0.7812	0.9488	0.5759	0.8597	0.7648
PointRend 2023.04	0.783	0.6588	34.17	8.62	0.8793	0.6396	0.8347	0.7723	0.9486	0.5645	0.8576	0.7675
MOE 2023.04	0.7785	0.653	32.75	7.9	0.874	0.6346	0.8234	0.7788	0.9414	0.5612	0.8524	0.7625
TransUnet 2023.04	0.7749	0.6478	31.69	8.46	0.8723	0.6313	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562
MORSE 2023.04	0.7659	0.6697	32	10.67	0.8728	0.6473	0.8058	0.7187	0.9004	0.546	0.8667	0.7693
IAR+MoE 2023.04	0.7537	0.6565	33.34	11.43	0.87	0.6445	0.7814	0.7013	0.8932	0.5233	0.852	0.764
SMOE 2023.04	0.7486	0.6494	37.69	12.66	0.8639	0.6399	0.7796	0.6893	0.8888	0.5362	0.8612	0.7298
IAR 2023.04	0.7311	0.6298	34.01	12.67	0.8628	0.6025	0.7658	0.6534	0.8832	0.5212	0.8347	0.7251
MOE 2023.04	0.7283	0.6264	40.44	13.15	0.8611	0.5951	0.7581	0.671	0.8782	0.5211	0.8348	0.7086
Implicit Point Rend 2023.04	0.7192	0.6062	41.42	18.55	0.7839	0.6164	0.7959	0.732	0.8961	0.5001	0.8017	0.6275
PointRend 2023.04	0.7152	0.6134	43.19	13.7	0.8574	0.5714	0.7542	0.6327	0.8732	0.5016	0.8182	0.7129
UNet 2023.04	0.7011	0.5939	44.69	14.41	0.84	0.567	0.7241	0.6264	0.8698	0.4873	0.8148	0.6796
Implicit Point Rend 2023.04	0.6733	0.5973	52.44	22.15	0.7632	0.5199	0.7028	0.7036	0.8169	0.4377	0.7718	0.6705