Multi-organ segmentation on Synapse multi-organ benchmark leaderboard · SOTA2 Research

Multi-organ segmentation on Synapse multi-organ

86.08Average DICESMAFormer

Evaluation Results

Method	Links
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