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

0.9128DSCTopoMamba-3D

Evaluation results

Method
TopoMamba-3D2026.04	0.9128	—	3.08	—	0.9413	0.8225	0.9311	0.9142	0.9671	0.8211	0.9693	0.9356
H-SAM2026.04	0.9032	—	4.81	—	0.892	0.794	0.943	0.936	0.975	0.794	0.971	0.921
MedSAM2026.04	0.9016	—	2.41	—	0.9247	0.9082	0.914	0.9071	0.9244	0.7687	0.9588	0.907
TopoMamba-2D2026.04	0.9012	—	4.63	—	0.9259	0.7896	0.9236	0.9058	0.9663	0.8141	0.9585	0.9261
MedSegDiff2026.04	0.8982	—	4.87	—	0.8934	0.8975	0.9339	0.9213	0.9456	0.7864	0.9421	0.8656
SAM2026.04	0.8882	—	3.27	—	0.9015	0.8297	0.9095	0.8976	0.9574	0.7633	0.9455	0.9014
Swin-UNETR2026.04	0.8774	—	8.18	—	0.8938	0.7949	0.9188	0.8993	0.9572	0.7511	0.9334	0.871
nnUNet2026.04	0.8476	—	14.81	—	0.8779	0.7012	0.9154	0.8941	0.9477	0.6812	0.9412	0.8224
MORSE2023.04	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-UMamba2026.04	0.8001	—	16.42	—	0.8813	0.6428	0.8685	0.8075	0.95	0.577	0.9016	0.7717
VM-UNet2026.04	0.7999	—	21.2	—	0.8768	0.6328	0.8478	0.7981	0.9502	0.5966	0.8931	0.804
IAR+MoE2023.04	0.796	0.6699	—	6.54	0.8873	0.6683	0.8385	0.8019	0.9598	0.5712	0.8692	0.7721
IAR2023.04	0.7937	0.665	30.13	7.25	0.8863	0.6676	0.837	0.795	0.9526	0.571	0.869	0.771
SMOE2023.04	0.7868	0.6598	31.86	7	0.876	0.6621	0.8262	0.7812	0.9488	0.5759	0.8597	0.7648
PointRend2023.04	0.783	0.6588	34.17	8.62	0.8793	0.6396	0.8347	0.7723	0.9486	0.5645	0.8576	0.7675
MOE2023.04	0.7785	0.653	32.75	7.9	0.874	0.6346	0.8234	0.7788	0.9414	0.5612	0.8524	0.7625
TransUnet2023.04	0.7749	0.6478	31.69	8.46	0.8723	0.6313	0.8187	0.7702	0.9408	0.5586	0.8508	0.7562
MORSE2023.04	0.7659	0.6697	32	10.67	0.8728	0.6473	0.8058	0.7187	0.9004	0.546	0.8667	0.7693
IAR+MoE2023.04	0.7537	0.6565	33.34	11.43	0.87	0.6445	0.7814	0.7013	0.8932	0.5233	0.852	0.764
SMOE2023.04	0.7486	0.6494	37.69	12.66	0.8639	0.6399	0.7796	0.6893	0.8888	0.5362	0.8612	0.7298
IAR2023.04	0.7311	0.6298	34.01	12.67	0.8628	0.6025	0.7658	0.6534	0.8832	0.5212	0.8347	0.7251
MOE2023.04	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 Rend2023.04	0.7192	0.6062	41.42	18.55	0.7839	0.6164	0.7959	0.732	0.8961	0.5001	0.8017	0.6275
PointRend2023.04	0.7152	0.6134	43.19	13.7	0.8574	0.5714	0.7542	0.6327	0.8732	0.5016	0.8182	0.7129
UNet2023.04	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 Rend2023.04	0.6733	0.5973	52.44	22.15	0.7632	0.5199	0.7028	0.7036	0.8169	0.4377	0.7718	0.6705