Medical Image Segmentation on MSD Decathlon (val)
97.22Task 3 Liver Organ DSCZePT
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ZePTLearning Mode=Fully-supervised, Protocol=5-fold cross-validation2023.12 | 97.22 | — | — | — | — | — | — | — | — | — | — | 72.95 | 69.07 | 86.23 | 62.1 | 64.39 | 70.65 | 97.04 | 64.87 | — | |
| UniversalLearning Mode=Fully-supervised, Protocol=5-fold cross-validation2023.12 | 96.53 | — | — | — | — | — | — | — | — | — | — | 71.92 | 67.11 | 82.75 | 60.83 | 62.64 | 69.47 | 96.75 | 62.15 | — | |
| HySparKNetwork=MedNeXt+ViT2024.08 | 96.02 | — | — | — | — | — | — | 79.69 | 61.58 | — | — | — | 60.92 | 78.47 | 65.96 | 49.67 | 64.68 | 69.36 | 65.47 | 70.29 | |
| SparKNetwork=MedNeXt2024.08 | 95.87 | — | — | — | — | — | — | 78.88 | 61.08 | — | — | — | 62.95 | 79.41 | 65.58 | 47.86 | 63.37 | 67.76 | 64.42 | 69.8 | |
| vox2vecNetwork=3D UNet (FPN)2024.08 | 95.6 | — | — | — | — | — | — | 77 | 59.5 | — | — | — | 51 | 73.7 | 56.6 | 31.8 | 54.4 | 62.4 | 60.95 | 61.97 | |
| MAENetwork=UNETR2024.08 | 95.49 | — | — | — | — | — | — | 77.76 | 59.99 | — | — | — | 56.47 | 75.98 | 56.42 | 39.29 | 58.52 | 62.22 | 61.1 | 63.63 | |
| SimMIMNetwork=Swin UNETR2024.08 | 95.32 | — | — | — | — | — | — | 76.16 | 60.67 | — | — | — | 55.25 | 75.28 | 60.31 | 44.96 | 60.56 | 61.79 | 61.23 | 65.68 | |
| SUPNetwork=Swin UNETR2024.08 | 95 | — | — | — | — | — | — | 75.2 | 60.9 | — | — | — | 49.3 | 72.15 | 55.2 | 35.9 | 55.55 | 57.5 | 59.2 | 61.13 | |
| nnUNetLearning Mode=Fully-supervised, Protocol=5-fold cross-validation2023.12 | 94.57 | — | — | — | — | — | — | — | — | — | — | 58.22 | 66.57 | 80.06 | 50.45 | 63.29 | 68.2 | 96.53 | 50.07 | — | |
| Swin UNETRLearning Mode=Fully-supervised, Protocol=5-fold cross-validation2023.12 | 94.14 | — | — | — | — | — | — | — | — | — | — | 57.93 | 68.9 | 80.18 | 52.54 | 62.37 | 68.63 | 95.86 | 50.55 | — | |
| SwinUNETR2024.02 | — | 75.13 | 95.89 | 81.72 | 91.98 | 80.23 | 63.46 | 64.32 | 70.54 | 94.63 | 44.57 | — | — | — | — | — | — | — | — | — | |
| VoCo2024.02 | — | 76.26 | 96.93 | 84.98 | 92.09 | 82.16 | 67.74 | 67.85 | 70.92 | 96.34 | 45.17 | — | — | — | — | — | — | — | — | — |