Prostate Segmentation on ProstateX
0.874DSCCriDiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CriDiff2024.06 | 0.874 | 0.824 | 2.86 | 1.85 | |
| KLO-NetGFLOPs=13.426, Peak GPU Memory (MB)=186, Parameters=7681316, Model Size (MB)=29.32025.12 | 0.8567 | 0.8067 | — | — | |
| DermoSegDiff2024.06 | 0.853 | 0.804 | 2.96 | 2.02 | |
| TransUnet2024.06 | 0.851 | 0.795 | 2.92 | 2.33 | |
| MicroSegNet2024.06 | 0.849 | 0.798 | 2.96 | 2.45 | |
| G-CASCADE2024.06 | 0.844 | 0.795 | 3.05 | 2.02 | |
| nnU-Net (2D)GFLOPs=180.95, Peak GPU Memory (MB)=264.31, Parameters=92463532, Model Size (MB)=255.532025.12 | 0.8421 | 0.7939 | — | — | |
| SegDiff2024.06 | 0.835 | 0.788 | 3.07 | 1.93 | |
| Vanilla U-NetGFLOPs=40.111, Peak GPU Memory (MB)=198.1, Parameters=17261825, Model Size (MB)=65.852025.12 | 0.8302 | 0.7783 | — | — | |
| MedSegDiff-V22024.06 | 0.822 | 0.773 | 3.1 | 2.18 | |
| CAT-NetGFLOPs=525.567, Peak GPU Memory (MB)=3022.46, Parameters=614093698, Model Size (MB)=2342.582025.12 | 0.8189 | 0.7589 | — | — | |
| EnDiff2024.06 | 0.815 | 0.761 | 3.24 | 2.17 | |
| CSAMGFLOPs=406.122, Peak GPU Memory (MB)=1142.4, Parameters=139069648, Model Size (MB)=530.512025.12 | 0.8078 | 0.743 | — | — | |
| CCT-Unet2024.06 | 0.803 | 0.756 | 3.08 | 2.22 | |
| CAT-Net2024.06 | 0.796 | 0.743 | 3.31 | 2.67 | |
| Swin-Unet2024.06 | 0.792 | 0.727 | 3.32 | 3.49 | |
| Uctransnet2024.06 | 0.769 | 0.701 | 3.4 | 2.93 | |
| Unet2024.06 | 0.748 | 0.683 | 3.41 | 3.93 | |
| Unet++2024.06 | 0.741 | 0.682 | 3.44 | 3.8 | |
| CE-NetGFLOPs=54.52, Peak GPU Memory (MB)=608.59, Parameters=29003093, Model Size (MB)=1102025.12 | 0.6493 | 0.5881 | — | — |