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Multi-organ segmentation on Synapse multi-organ

86.08Average DICE

SMAFormer

Updated 8d ago

Evaluation Results

Method
SMAFormer 2024.08	86.08	-	92.13	72.03	86.97	88.6	97.71	81.93	91.77	84.15
CoTr 2024.08	85.72	-	92.96	71.09	85.7	85.71	96.88	81.28	90.44	81.74
nnFormer 2024.08	85.32	-	90.72	71.67	85.6	87.02	96.28	82.28	87.3	81.69
Cascaded MERIT 2023.03	84.9	13.22	87.71	74.4	87.79	84.85	95.26	71.81	92.01	85.38
TransUNet 2024.08	84.36	-	90.68	71.99	86.04	83.71	95.54	73.96	88.8	84.2
Parallel MERIT 2023.03	84.22	16.51	88.38	73.48	87.21	84.31	95.06	69.97	91.21	84.15
TransCASCADE 2023.03	82.68	17.34	86.63	68.48	87.66	84.56	94.43	65.33	90.79	83.52
CASTformer 2023.03	82.55	22.73	89.05	67.48	86.05	82.17	95.61	67.49	91	81.55
MISSFormer 2023.03	81.96	18.2	86.99	68.65	85.21	82	94.41	65.67	91.92	80.81
PVT-CASCADE 2023.03	81.06	20.23	83.01	70.59	82.23	80.37	94.08	64.43	90.1	83.69
UNETR 2024.08	79.56	-	89.99	60.56	85.66	84.8	94.46	59.25	87.81	73.99
SwinUNet 2023.03	79.13	21.55	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6
SwinUNet 2024.08	79.13	-	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6
MT-UNet 2023.03	78.59	26.59	87.92	64.99	81.47	77.29	93.06	59.46	87.75	76.81
PolypPVT 2023.03	78.08	25.61	82.34	66.14	81.21	73.78	94.37	59.34	88.05	79.4
SSFormerPVT 2023.03	78.01	25.72	82.78	63.74	80.72	78.11	93.53	61.53	87.07	76.61
TransUNet 2023.03	77.48	31.69	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62
AttnUNet 2023.03	75.57	36.97	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95
UNet 2023.03	74.68	36.87	84.18	62.84	79.19	71.29	93.35	48.23	84.41	73.92
Swin UNETR 2024.08	73.51	-	82.94	60.96	80.41	71.14	91.55	56.71	77.46	66.94
AttnUNet 2023.03	71.7	34.47	82.61	61.94	76.07	70.42	87.54	46.7	80.67	67.66
R50-ViT + CUP 2024.08	71.29	-	73.73	55.13	75.8	72.2	91.51	45.99	81.99	73.95
UNet 2023.03	70.11	44.69	84	56.7	72.41	62.64	86.98	48.73	81.48	67.96
ViT + CUP 2024.08	67.86	-	70.19	45.1	74.7	67.4	91.32	42	81.75	70.44