Whole Tumor Segmentation on BraTS 2019 (test)
88.8Dice WTBraTS'19 1st Place Solution
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BraTS'19 1st Place SolutionSupervision=Supervised2023.04 | 88.8 | 4.618 | |
| Unsupervised Discovery of 3D Hierarchical Structure (Ours)Supervision=Unsupervised, Configuration=Full2023.04 | 71.9 | 27.838 | |
| Unsupervised Discovery of 3D Hierarchical Structure (Ours)Supervision=Unsupervised, Configuration=lambda_inv = 0 (Deactivated invariance loss)2023.04 | 69.6 | 38.645 | |
| Hsu et al.Supervision=Unsupervised2023.04 | 68.4 | 97.641 | |
| Unsupervised Discovery of 3D Hierarchical Structure (Ours)Supervision=Unsupervised, Configuration=lambda_v = 0 (Deactivated visual consistency)2023.04 | 67.7 | 42.318 | |
| Unsupervised Discovery of 3D Hierarchical Structure (Ours)Supervision=Unsupervised, Configuration=lambda_f = 0 (Deactivated feature consistency)2023.04 | 67.1 | 41.801 | |
| Unsupervised Discovery of 3D Hierarchical Structure (Ours)Supervision=Unsupervised, Features=Med3D [5]2023.04 | 65.7 | 29.906 | |
| Moriya et al.Supervision=Unsupervised2023.04 | 49.5 | 110.803 | |
| Features k-meansSupervision=Unsupervised, Features=Proposed Diffusion Features2023.04 | 47.1 | 45.917 | |
| k-meansSupervision=Non-DL, Features=Voxel intensities2023.04 | 43.9 | 63.811 | |
| Ji et al.Supervision=Unsupervised2023.04 | 42.5 | 114.4 | |
| Med3D k-meansSupervision=Unsupervised, Features=Med3D [5]2023.04 | 23.1 | 55.846 | |
| Nalepa et al.Supervision=Unsupervised2023.04 | 21.1 | 170.434 |