3D Medical Image Segmentation on Internal DCE-MRI n=87 (val)
94.49DiceTokenSeg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TokenSegArchitecture=VQ-Token, Time (ms)=48, Memory (GB)=2.9, #Params (M)=23.82026.01 | 94.49 | 3.8 | 95.67 | 93.38 | |
| nnU-NetArchitecture=Auto-CNN, Time (ms)=256, Memory (GB)=6.8, #Params (M)=52.32026.01 | 90.2 | 5.8 | 91.5 | 89.3 | |
| Swin UNETRArchitecture=ViT, Time (ms)=198, Memory (GB)=5.2, #Params (M)=62.12026.01 | 88.9 | 6.3 | 90.2 | 87.8 | |
| TransUNetArchitecture=CNN+ViT, Time (ms)=223, Memory (GB)=5.7, #Params (M)=48.72026.01 | 87.4 | 6.9 | 89.1 | 86.5 | |
| V-NetArchitecture=3D CNN, Time (ms)=287, Memory (GB)=7.9, #Params (M)=29.62026.01 | 86.7 | 7.5 | 88.3 | 85.9 | |
| 3D U-NetArchitecture=3D CNN, Time (ms)=312, Memory (GB)=8.5, #Params (M)=31.22026.01 | 85.3 | 8.2 | 87.1 | 84.2 | |
| EfficientNet-UNetArchitecture=Efficient, Time (ms)=95, Memory (GB)=3.1, #Params (M)=12.12026.01 | 84.5 | 8.7 | 86.7 | 83.4 | |
| MobileNet-UNetArchitecture=Mobile, Time (ms)=89, Memory (GB)=2.8, #Params (M)=8.32026.01 | 83.1 | 9.4 | 85.3 | 82 |