Abdominal Multi-organ Segmentation on Synapse

85.07Average DSCDeco-Mamba-V1

Evaluation Results

Method
Deco-Mamba-V12026.03	85.07	91.6	84.18	88.76	72.53	—	95.94	85.94	89.62	—	—	72.02	—	—	14.72
Cascaded-MERIT2026.03	83.59	91.15	83.27	86.39	75.22	—	94.71	84.12	86.3	—	—	67.55	—	—	15.99
PAG-TransYnet2026.03	83.43	92.01	84.88	86.74	68.89	—	95.87	80.66	89.67	—	—	68.75	—	—	15.82
Deco-Mamba-V02026.03	83.16	91.54	83.01	88.15	68.62	—	95.68	84.28	89.98	—	—	64.07	—	—	15.89
PVT-EMCAD-B22026.03	82.66	91.12	83.94	86.31	67.28	—	95.22	84.51	85.61	—	—	67.28	—	—	19.35
Parallel-MERIT2026.03	82.43	90.18	82.48	85.35	69.03	—	94.97	83.02	87.37	—	—	67.05	—	—	16.2
TransCeption2026.03	82.24	91.68	80.29	86.23	71.82	—	95.01	80.02	87.6	—	—	65.27	—	—	20.89
SliceMamba2026.03	81.95	86.91	84.26	88.3	68.77	—	95.25	79.82	87.78	—	—	64.49	—	—	16.04
HCMUNet2026.03	81.52	90.63	82.35	87.04	69.6	—	95.1	80.76	88.06	—	—	59.24	—	—	17.83
VM-UNet2026.03	81.08	89.51	82.76	86.16	69.41	—	94.17	81.4	86.4	—	—	58.8	—	—	19.21
Swin-UMamba2026.03	80.34	90.08	78.49	84.39	66.45	—	95.17	77.3	87.46	—	—	63.35	—	—	21.51
MedContext2024.02	79.6	93.8	93.7	93.6	54.9	72.6	96.6	80.3	89.9	83.3	72.9	73.9	64.4	65.3	—
HC-MAMBA2026.03	79.58	89.49	78.27	84.57	67.65	—	95.38	79.84	89.93	—	—	52.08	—	—	26.34
ST-Unet2026.03	78.86	89.15	73.04	85.81	69.05	—	95.13	72.78	85.68	—	—	60.23	—	—	20.37
MTUnet2026.03	78.59	87.75	77.29	81.47	64.99	—	93.06	76.81	87.92	—	—	59.46	—	—	26.59
UCTransNet2026.03	78.23	—	—	—	—	—	—	—	—	—	—	—	—	—	26.75
TransClaw U-Net2026.03	78.09	87.74	79.36	84.83	61.38	—	94.28	73.55	85.87	—	—	57.65	—	—	26.38
Swin-Unet2026.03	77.58	88.04	79.22	82.32	65.95	—	93.73	75.79	81.76	—	—	53.81	—	—	27.32
TransUNet2026.03	77.48	85.08	77.02	81.87	63.13	—	94.08	75.62	87.23	—	—	55.86	—	—	31.69
Unet++2026.03	77.3	86.09	76.02	82.26	65.53	—	93.98	73.85	87.08	—	—	53.61	—	—	30.74
UMamba_Enc_2D2026.03	76.3	88.48	70.14	78.6	59.36	—	93.63	74.98	87.08	—	—	58.14	—	—	27.23
Mamba-Unet2026.03	76.21	85.68	76.65	84.51	65.88	—	93.46	68.61	85.4	—	—	49.5	—	—	22.64
SimMIM2024.02	75.7	95.2	95.4	93.7	51.9	52.3	98.7	79.9	87.7	82.6	66	68.9	60.7	51.2	—
Att-UNet2026.03	75.57	87.19	72.71	79.2	63.91	—	93.56	74.95	55.92	—	—	49.37	—	—	36.97
MAE2024.02	75.3	94.8	95	93.4	50.6	52.1	98.6	79.7	87.4	82.4	65.9	68.6	60.5	50.1	—
UMamba_Bot_2D2026.03	74.74	88.2	72.29	81.5	59.45	—	93.82	65.14	86.37	—	—	51.12	—	—	29.26
UNet2026.03	74.68	84.41	71.29	79.19	62.84	—	93.35	73.92	84.18	—	—	48.23	—	—	36.87
SimCLR2024.02	72.4	91.1	91.3	89.7	48.7	50	96.6	76.5	83.9	79.1	63.2	65.9	57.9	48.1	—
Baseline2024.02	70.8	89	89.2	87.7	47.6	48.9	94.4	74.7	82	77.3	61.7	64.4	56.6	46.9	—