Brain Tumor Segmentation on Brain tumor segmentation dataset
0.887Average DSCProposed Method (MAE + nnFormer)
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Proposed Method (MAE + nnFormer)Encoder Initialization=MAE Pretrained Initialization2026.04 | 0.887 | — | — | — | — | — | — | — | — | — | — | — | |
| nnFormer (Baseline)2026.04 | 0.864 | — | — | — | — | — | — | — | — | — | — | — | |
| Swin-UNETR2026.04 | 0.851 | — | — | — | — | — | — | — | — | — | — | — | |
| UNETR2026.04 | 0.843 | — | — | — | — | — | — | — | — | — | — | — | |
| TransUNet2026.04 | 0.836 | — | — | — | — | — | — | — | — | — | — | — | |
| nnAvgDescription=Average of nnUNet and nnFormer predictions2021.09 | 0.8265 | 4.09 | 3.43 | 0.9233 | 3.69 | 0.8226 | 4.17 | 0.8614 | 3.92 | 0.8495 | 5.23 | 0.6755 | |
| nnFormer2021.09 | 0.8202 | 4.42 | 3.8 | 0.9126 | 3.87 | 0.818 | 4.49 | 0.8602 | 4.17 | 0.8376 | 5.76 | 0.6729 | |
| nnUNet2021.09 | 0.8187 | 4.6 | 3.64 | 0.9199 | 4.06 | 0.8097 | 4.91 | 0.8535 | 4.26 | 0.8439 | 6.14 | 0.6665 |