表 1. Comparison of segmentation results of different network models on the Synapse dataset and Dice score for each organ.

Comparison of segmentation results of different network models on the Synapse dataset and Dice score for each organ

不同网络模型在Synapse数据集的分割结果对比以及每种器官的DSC指标系数

模型	DSC↑	HD95↓	DSC指标系数
			主动脉	胆囊	左肾	右肾	肝	胰腺	脾	胃
R50 U-Net[14]	74.68	36.87	87.74	63.66	80.60	78.19	93.74	56.90	85.87	74.16
R50 Atten-UNet[17]	75.57	36.97	55.92	63.91	79.20	72.71	93.56	49.37	87.19	74.95
R50 ViT[20]	71.29	32.87	73.73	55.13	75.80	72.20	91.51	45.99	81.99	73.95
TransUNet[21]	77.48	31.69	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62
V-Net[30]	68.81	—	75.34	51.87	77.10	80.75	87.84	40.05	80.56	56.89
DARR[31]	69.77	—	74.74	53.77	72.31	73.24	94.08	54.18	89.90	45.96
本文算法	77.65	18.34	87.36	60.32	81.29	79.54	93.47	60.82	88.30	70.10