Multi-organ segmentation on Synapse multi-organ

86.08Average DICESMAFormer

Evaluation results

Method
SMAFormer2024.08	86.08	—	92.13	72.03	86.97	88.6	97.71	81.93	91.77	84.15
CoTr2024.08	85.72	—	92.96	71.09	85.7	85.71	96.88	81.28	90.44	81.74
nnFormer2024.08	85.32	—	90.72	71.67	85.6	87.02	96.28	82.28	87.3	81.69
Cascaded MERIT2023.03	84.9	13.22	87.71	74.4	87.79	84.85	95.26	71.81	92.01	85.38
TransUNet2024.08	84.36	—	90.68	71.99	86.04	83.71	95.54	73.96	88.8	84.2
Parallel MERIT2023.03	84.22	16.51	88.38	73.48	87.21	84.31	95.06	69.97	91.21	84.15
TransCASCADE2023.03	82.68	17.34	86.63	68.48	87.66	84.56	94.43	65.33	90.79	83.52
CASTformer2023.03	82.55	22.73	89.05	67.48	86.05	82.17	95.61	67.49	91	81.55
MISSFormer2023.03	81.96	18.2	86.99	68.65	85.21	82	94.41	65.67	91.92	80.81
PVT-CASCADE2023.03	81.06	20.23	83.01	70.59	82.23	80.37	94.08	64.43	90.1	83.69
UNETR2024.08	79.56	—	89.99	60.56	85.66	84.8	94.46	59.25	87.81	73.99
SwinUNet2023.03	79.13	21.55	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6
SwinUNet2024.08	79.13	—	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6
MT-UNet2023.03	78.59	26.59	87.92	64.99	81.47	77.29	93.06	59.46	87.75	76.81
PolypPVT2023.03	78.08	25.61	82.34	66.14	81.21	73.78	94.37	59.34	88.05	79.4
SSFormerPVT2023.03	78.01	25.72	82.78	63.74	80.72	78.11	93.53	61.53	87.07	76.61
TransUNet2023.03	77.48	31.69	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62
AttnUNet2023.03	75.57	36.97	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95
UNet2023.03	74.68	36.87	84.18	62.84	79.19	71.29	93.35	48.23	84.41	73.92
Swin UNETR2024.08	73.51	—	82.94	60.96	80.41	71.14	91.55	56.71	77.46	66.94
AttnUNet2023.03	71.7	34.47	82.61	61.94	76.07	70.42	87.54	46.7	80.67	67.66
R50-ViT + CUP2024.08	71.29	—	73.73	55.13	75.8	72.2	91.51	45.99	81.99	73.95
UNet2023.03	70.11	44.69	84	56.7	72.41	62.64	86.98	48.73	81.48	67.96
ViT + CUP2024.08	67.86	—	70.19	45.1	74.7	67.4	91.32	42	81.75	70.44