Semantic Segmentation on BTCV (val)
91.4DSC (Spl)vox2vec
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| vox2vecTraining Data Percentage=100%, Network=3D UNet (FPN)2024.08 | 91.4 | — | 90.7 | 59.5 | 72.7 | 96.3 | 83.2 | 91.3 | 83.9 | 69.2 | 73.9 | 65.2 | 79.5 | |
| MAETraining Data Percentage=100%, Network=UNETR2024.08 | 90.71 | — | 87.63 | 62.5 | 70.69 | 94.73 | 86.11 | 90.59 | 83.26 | 71 | 75.47 | 63.77 | 79.07 | |
| HySparKTraining Data Percentage=100%, Network=MedNeXt+ViT2024.08 | 90.67 | — | 88.32 | 68.18 | 74.2 | 95.03 | 87.46 | 90.17 | 84.5 | 70.04 | 78.36 | 66.75 | 80.67 | |
| SparKTraining Data Percentage=100%, Network=MedNeXt2024.08 | 90.02 | — | 87.78 | 62.48 | 74.36 | 95 | 84.85 | 90.17 | 83.6 | 68.83 | 76.57 | 64.13 | 79.21 | |
| SimMIMTraining Data Percentage=100%, Network=Swin UNETR2024.08 | 87.12 | — | 80.85 | 60.28 | 72.34 | 93.7 | 78.42 | 87.89 | 81.46 | 64.92 | 66.34 | 58.65 | 74.73 | |
| SUPTraining Data Percentage=100%, Network=Swin UNETR2024.08 | 84.2 | — | 86.7 | 58.4 | 70.4 | 94.5 | 76 | 87.7 | 82.1 | 67 | 69.8 | 61 | 75.8 | |
| HySparKTraining Data Percentage=20%, Network=MedNeXt+ViT2024.08 | 79.84 | — | 70.54 | 46.03 | 60.86 | 91.29 | 67.12 | 79.42 | 69.21 | 59.07 | 54.34 | 43.61 | 64.27 | |
| SparKTraining Data Percentage=20%, Network=MedNeXt2024.08 | 79.78 | — | 72.29 | 38.66 | 58.89 | 91.71 | 68.68 | 81.24 | 71.93 | 57.13 | 51.96 | 29.01 | 61.74 | |
| vox2vecTraining Data Percentage=20%, Network=3D UNet (FPN)2024.08 | 73.97 | — | 66.8 | 34.64 | 49.51 | 86.72 | 54.28 | 73.7 | 64.43 | 41.64 | 37.35 | 27 | 54.14 | |
| SUPTraining Data Percentage=20%, Network=Swin UNETR2024.08 | 71.29 | — | 59.78 | 40.43 | 57.3 | 87.91 | 51.24 | 70.88 | 59.13 | 50.16 | 37.7 | 34.24 | 54.93 | |
| SimMIMTraining Data Percentage=20%, Network=Swin UNETR2024.08 | 71.16 | — | 62.76 | 42.32 | 56.05 | 88.45 | 52.46 | 71.95 | 60.94 | 51.32 | 39.39 | 35.1 | 56.14 | |
| MAETraining Data Percentage=20%, Network=UNETR2024.08 | 66.22 | — | 78.63 | 48.19 | 24.02 | 92.51 | 78.5 | 79 | 78.28 | 35.63 | 52.99 | 18.52 | 57.91 | |
| MedNeXt-LKernel size=5x5x5, Initialization=UpKern, Ensemble=5-fold, nnUNet mode=3d_fullres, Cascade mode=not utilized2023.03 | — | 0.8876 | — | — | — | — | — | — | — | — | — | — | — |