Multi-organ Segmentation on Synapse Multi-Organ CT (val)
79.13Average DSCSwin-Unet
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Swin-UnetYear=20212021.09 | 79.13 | 21.55 | — | — | — | — | — | — | — | — | |
| UCTransNet (w/o CCA)Ablation=without CCA2021.09 | 78.99 | 30.29 | — | — | — | — | — | — | — | — | |
| UCTransNet2021.09 | 78.23 | 26.75 | — | — | — | — | — | — | — | — | |
| TransUNet2021.02 | 77.48 | 31.69 | 87.23 | 63.13 | 81.87 | 77.02 | 94.08 | 55.86 | 85.08 | 75.62 | |
| TransUNetYear=20212021.09 | 77.48 | 31.69 | — | — | — | — | — | — | — | — | |
| AttnUNetEncoder=R50, Decoder=AttnUNet [13]2021.02 | 75.57 | 36.97 | 82.98 | 63.91 | 79.2 | 72.71 | 93.56 | 49.37 | 87.19 | 74.95 | |
| R50-AttUNetYear=2018, Backbone=ResNet-502021.09 | 75.57 | 36.97 | — | — | — | — | — | — | — | — | |
| UCTransNet-preVariant=pre2021.09 | 75.54 | 38.97 | — | — | — | — | — | — | — | — | |
| U-NetEncoder=R50, Decoder=U-Net [12]2021.02 | 74.68 | 36.87 | 84.18 | 62.84 | 79.19 | 71.29 | 93.35 | 48.23 | 84.41 | 73.92 | |
| R50-U-NetBackbone=ResNet-502021.09 | 74.68 | 36.87 | — | — | — | — | — | — | — | — | |
| U-NetYear=20152021.09 | 71.77 | 53.04 | — | — | — | — | — | — | — | — | |
| R50-ViT + CUPEncoder=R50-ViT [4], Decoder=CUP2021.02 | 71.29 | 32.87 | 73.73 | 55.13 | 75.8 | 72.2 | 91.51 | 45.99 | 81.99 | 73.95 | |
| DARREncoder=DARR [5]2021.02 | 69.77 | — | 74.74 | 53.77 | 72.31 | 73.24 | 94.08 | 54.18 | 89.9 | 45.96 | |
| DARRYear=20202021.09 | 69.77 | — | — | — | — | — | — | — | — | — | |
| V-NetEncoder=V-Net [9]2021.02 | 68.81 | — | 75.34 | 51.87 | 77.1 | 80.75 | 87.84 | 40.05 | 80.56 | 56.98 | |
| V-NetYear=20162021.09 | 68.81 | — | — | — | — | — | — | — | — | — | |
| ViT + CUPEncoder=ViT [4], Decoder=CUP2021.02 | 67.86 | 36.11 | 70.19 | 45.1 | 74.7 | 67.4 | 91.32 | 42 | 81.75 | 70.44 | |
| ViTEncoder=ViT [4], Decoder=None2021.02 | 61.5 | 39.61 | 44.38 | 39.59 | 67.46 | 62.94 | 89.21 | 43.14 | 75.45 | 69.78 |