Segmentation on BraTS 2018 (online evaluation)
78.59Dice (Enhancing tumour)ShaSpec*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ShaSpec*Modalities=Fl, T1c, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 78.59 | 84.08 | 86.43 | — | |
| ShaSpec*Modalities=Fl, T1, T1c, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 78.51 | 85.36 | 90.36 | — | |
| ShaSpec*Modalities=Fl, T1, T1c, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 78.47 | 85.45 | 90.88 | — | |
| ShaSpec*Modalities=Fl, T1, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 78.35 | 84.27 | 86.51 | — | |
| ShaSpec*Modalities=Fl, T1, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 78.26 | 82.64 | 78.88 | — | |
| ShaSpec*Modalities=Fl, T1c, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 78.15 | 85.67 | 90.79 | — | |
| SwinUNETR+oursModality setting=full-modality2026.01 | 78.01 | 83.2 | 88.92 | 83.38 | |
| ShaSpec*Modalities=Fl, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 77.76 | 84.75 | 90.12 | — | |
| SwinUNETRModality setting=full-modality2026.01 | 76.24 | 83.06 | 87.81 | 82.37 | |
| ShaSpec*Modalities=Fl, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 75.8 | 81.4 | 74.95 | — | |
| mmFormer+oursModality setting=full-modality2026.01 | 73.09 | 83.26 | 90.37 | 82.24 | |
| mmFormerModality setting=full-modality2026.01 | 68.19 | 82.56 | 90.34 | 80.36 | |
| ShaSpec*Modalities=Average, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 63.08 | 77.88 | 86.26 | — | |
| ShaSpecModalities=Average, Training Protocol=Non-dedicated2023.07 | 61.58 | 77.45 | 85.92 | — | |
| ShaSpec*Modalities=T1, T1c, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 49.87 | 71.39 | 86.09 | — | |
| ShaSpec*Modalities=T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 47.22 | 72.93 | 90.09 | — | |
| ShaSpec*Modalities=T1, T1c, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 46.56 | 73.99 | 90.37 | — | |
| ShaSpec*Modalities=T1c, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 46.21 | 69.05 | 84.9 | — | |
| ShaSpec*Modalities=T1c, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 45.11 | 69.57 | 88.83 | — | |
| ShaSpec*Modalities=T1, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 44.81 | 72.77 | 89.86 | — | |
| ShaSpecModalities=T1c, T2, Training Protocol=Non-dedicated2023.07 | 43.52 | 69.44 | 88.68 | — | |
| ShaSpec*Modalities=T1, T2, Training Protocol=Non-dedicated, Prediction Smoothness Enhancement=true2023.07 | 42.58 | 64.53 | 74.82 | — | |
| mmFormerModalities=T1c, T2, Training Protocol=Non-dedicated2023.07 | 39.33 | 61.21 | 86.1 | — | |
| Robust-MSegModalities=T1c, T2, Training Protocol=Non-dedicated2023.07 | 25.69 | 53.57 | 85.69 | — | |
| UHVEDModalities=T1c, T2, Training Protocol=Non-dedicated2023.07 | 23.8 | 57.9 | 84.39 | — | |
| U-HeMISModalities=T1c, T2, Training Protocol=Non-dedicated2023.07 | 11.78 | 26.06 | 52.48 | — |