Multi-organ segmentation on Synapse

87.98Average DSCU-Mamba

Evaluation Results

Method
U-Mamba2026.03	87.98	—	—	90.8	—	73.8	—	94.6	—	94.5	—	96.9	—	79.3	—	95.8	—	81.7	—
nnAvg2021.09	87.51	7.7	5.9	93.11	8.63	72.08	18.42	86.2	8.56	87.76	1.63	97.2	3.64	84.21	9.42	91.94	5.41	87.6	—
nnUNet2021.09	86.99	10.78	5.91	93.01	15.19	71.77	18.6	85.57	6.44	88.18	1.62	97.23	4.52	83.01	24.34	91.86	9.58	85.26	—
nnFormer2021.09	86.57	10.63	11.38	92.04	11.55	70.17	18.09	86.57	12.76	86.25	2	96.84	3.72	83.35	16.92	90.51	8.58	86.83	—
nnFormer2026.03	86.57	—	—	92.04	—	70.17	—	86.57	—	86.25	—	96.84	—	83.35	—	90.51	—	86.83	—
Attention-Mamba2024.02	85.62	24.22	—	91.97	—	70.23	—	87.31	—	85.63	—	96.27	—	78.26	—	91.21	—	84.1	77.84
Swin UMamba2024.02	84.78	29.97	—	92.11	—	65.86	—	86.71	—	82.65	—	95.94	—	77.74	—	91.08	—	86.18	76.71
MulitTrans2024.02	84.71	35.21	—	92.2	—	65.86	—	87.66	—	85.94	—	94.75	—	80.16	—	87.63	—	83.47	76.66
EM-Net2024.09	83.95	21.16	—	91.24	—	71.5	—	84.77	—	86.88	—	96.12	—	69.42	—	92.75	—	78.93	—
SegMaFormer2026.03	83.33	—	—	89.98	—	57.29	—	90.49	—	90.53	—	96.47	—	70.57	—	93.03	—	78.7	—
DCAU-Net2026.03	83.29	15.14	—	87.91	—	73.09	—	88.2	—	84.05	—	94.98	—	63.89	—	93.26	—	80.94	—
Swin UNETR2024.09	83.06	42.09	—	90.72	—	67.18	—	85.85	—	86.69	—	95.78	—	66.92	—	92.01	—	79.33	—
HiFormer2024.02	83.01	32.63	—	91.23	—	70.23	—	85.62	—	83.59	—	95.85	—	70.28	—	90.19	—	77.12	74.59
U-Mamba2024.09	82.83	27.17	—	90.55	—	63.98	—	85.83	—	86.31	—	96.22	—	68.27	—	92.33	—	79.18	—
BRAU-Net++2026.03	82.47	19.07	—	87.95	—	69.1	—	87.13	—	81.53	—	94.71	—	65.17	—	91.89	—	82.26	—
SegFormer3D2026.03	82.15	—	—	90.43	—	55.26	—	86.53	—	86.13	—	95.68	—	73.06	—	89.02	—	81.12	—
MISSFormer2026.03	81.96	18.2	—	86.99	—	68.65	—	85.21	—	82	—	94.41	—	65.67	—	91.92	—	80.81	—
MISSFormer2026.03	81.96	—	—	86.99	—	68.65	—	85.21	—	82	—	94.41	—	65.67	—	91.92	—	80.81	—
Mamba UNet2024.02	81.42	39.05	—	90.49	—	65.64	—	80.67	—	78.19	—	95.67	—	71.25	—	86.76	—	82.7	72.38
VM UNet V22024.02	81.4	35.37	—	89.89	—	64.99	—	85.75	—	81	—	95.65	—	68.96	—	87.76	—	77.21	72.43
SegresNet2024.09	81.36	31.86	—	90.48	—	61.76	—	83.71	—	85.07	—	95.43	—	66.44	—	90.4	—	77.6	—
3D TransUNet2024.09	81.34	26.5	—	91.22	—	57.97	—	85.75	—	85.7	—	95.66	—	64.62	—	91.49	—	78.33	—
PVT-CASCADE2026.03	81.06	20.23	—	83.01	—	70.59	—	82.23	—	80.37	—	94.08	—	64.43	—	90.1	—	83.69	—
Diff-UNet2024.09	80.71	21.64	—	90.99	—	69.67	—	78.28	—	85.9	—	94.86	—	67.02	—	89.93	—	69.06	—
3D UX-Net2024.09	80.48	35.4	—	90.84	—	60.04	—	85.64	—	86.16	—	96.09	—	59.91	—	91.18	—	73.96	—
HiFormer2026.03	80.39	14.7	—	86.21	—	65.69	—	85.23	—	79.77	—	94.61	—	59.52	—	90.99	—	81.08	—
UNETR2026.03	79.56	—	—	89.99	—	60.56	—	85.66	—	84.8	—	94.46	—	59.25	—	87.81	—	73.99	—
VM UNet2024.02	79.42	39.45	—	88.46	—	61.38	—	78.44	—	78.73	—	94.13	—	71.93	—	84.43	—	77.88	70.55
Swin-Unet2026.03	79.13	21.55	—	85.47	—	66.53	—	83.28	—	79.61	—	94.29	—	56.58	—	90.66	—	76.6	—
SwinUNet2026.03	79.13	—	—	85.47	—	66.53	—	83.28	—	79.61	—	94.29	—	56.58	—	90.66	—	76.6	—
H2Former2024.02	78.99	44.89	—	90.36	—	59.63	—	82.34	—	80.56	—	92.76	—	64.33	—	80.03	—	81.89	70.05
VT-UNet2024.09	78.59	25.36	—	82.94	—	65.03	—	81.12	—	83.17	—	95.51	—	57.35	—	90.28	—	73.31	—
nn-UNet2024.09	78.56	55.94	—	90.9	—	57.47	—	81.38	—	81.97	—	95.41	—	65.21	—	89.52	—	66.59	—
LeViT-UNet-3842026.03	78.53	—	—	87.33	—	62.23	—	84.61	—	80.25	—	93.11	—	59.07	—	88.86	—	72.76	—
TransClaw U-Net2026.03	78.09	—	—	85.87	—	61.38	—	84.83	—	79.36	—	94.28	—	57.65	—	87.74	—	73.55	—
SwinUNet2024.02	78.03	52.93	—	89.71	—	62.45	—	78.07	—	69.73	—	92.79	—	70.48	—	83.41	—	77.62	67.62
AttenUNet2024.02	77.89	60.18	—	90.87	—	62.86	—	76.44	—	75.81	—	94.95	—	64.65	—	83.99	—	73.52	68.44
Att-UNet2026.03	77.77	36.02	—	89.55	—	68.88	—	77.98	—	71.11	—	93.57	—	58.04	—	87.3	—	75.75	—
TransUNet2026.03	77.48	31.69	—	87.23	—	63.13	—	81.87	—	77.02	—	94.08	—	55.86	—	85.08	—	75.62	—
TransUNet2026.03	77.48	—	—	87.23	—	63.16	—	81.87	—	77.02	—	94.08	—	55.86	—	85.08	—	75.62	—
UNetPlusPlus2024.02	77.42	57.94	—	90.09	—	63.8	—	77.19	—	73.11	—	94.71	—	62.15	—	84.25	—	74.09	67.42
DualAttenUNet2024.02	77.12	49.25	—	91.07	—	62.35	—	76.13	—	75.19	—	93.42	—	62.13	—	83.03	—	73.61	67.97
U-Net2026.03	76.85	39.7	—	89.07	—	69.72	—	77.77	—	68.6	—	93.43	—	53.98	—	86.67	—	75.58	—
MISSFormer2024.02	76.45	60.07	—	88.69	—	60.9	—	80.73	—	75.48	—	92.3	—	60.09	—	81.3	—	72.14	66.42
3D U-Net2024.09	76.32	39.21	—	87.41	—	53.55	—	80.3	—	80.94	—	95.33	—	52.46	—	88.41	—	72.19	—
UNETR2024.09	73.81	69.49	—	82.96	—	58.15	—	78.82	—	81.6	—	93.78	—	44.01	—	85.47	—	65.68	—
Unet2024.02	71.45	66.5	—	89.49	—	53.15	—	69.15	—	64.77	—	88.89	—	59.16	—	76.1	—	70.92	61.45