Brain Tumor Segmentation on BraTS T1–FLAIR (train)
79.7DSCOurs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OursInference modality=T1–FLAIR, % labeled data=10%2025.12 | 79.7 | 85.79 | |
| OursInference modality=T1–FLAIR, % labeled data=5%2025.12 | 77.28 | 82.14 | |
| OursInference modality=T1–FLAIR, % labeled data=1%2025.12 | 72.32 | 66.99 | |
| CMLInference modality=FLAIR, % labeled data=10%2025.12 | 53.02 | 60.79 | |
| DAFNetInference modality=T1–FLAIR, % labeled data=10%2025.12 | 52.6 | 58.8 | |
| SPCTInference modality=T1–FLAIR, % labeled data=10%2025.12 | 51.31 | 53.55 | |
| UAMTInference modality=T1–FLAIR, % labeled data=10%2025.12 | 51.29 | 58.91 | |
| DTMLInference modality=T1–FLAIR, % labeled data=10%2025.12 | 50.8 | 51.49 | |
| DAFNetInference modality=T1–FLAIR, % labeled data=5%2025.12 | 50.5 | 53 | |
| UMCTInference modality=T1–FLAIR, % labeled data=10%2025.12 | 50.4 | 52.3 | |
| DTCInference modality=T1–FLAIR, % labeled data=10%2025.12 | 50.16 | 51.74 | |
| SASSInference modality=T1–FLAIR, % labeled data=10%2025.12 | 49.39 | 52.16 | |
| Mean TeacherInference modality=T1–FLAIR, % labeled data=10%2025.12 | 49.12 | 50.73 | |
| CMLInference modality=FLAIR, % labeled data=5%2025.12 | 48.54 | 58.58 | |
| SPCTInference modality=T1–FLAIR, % labeled data=5%2025.12 | 46.38 | 48.6 | |
| UAMTInference modality=T1–FLAIR, % labeled data=5%2025.12 | 46.15 | 57.33 | |
| DAFNetInference modality=FLAIR, % labeled data=10%, variant=row 22025.12 | 45.4 | 56.6 | |
| UMCTInference modality=T1–FLAIR, % labeled data=5%2025.12 | 45.25 | 56.02 | |
| Mean TeacherInference modality=T1–FLAIR, % labeled data=5%2025.12 | 44.33 | 45.82 | |
| CMLInference modality=FLAIR, % labeled data=1%2025.12 | 43.37 | 48.33 | |
| DTCInference modality=T1–FLAIR, % labeled data=5%2025.12 | 43.19 | 45.15 | |
| DTMLInference modality=T1–FLAIR, % labeled data=5%2025.12 | 43.06 | 46.02 | |
| SASSInference modality=T1–FLAIR, % labeled data=5%2025.12 | 42.32 | 44.16 | |
| DAFNetInference modality=T1–FLAIR, % labeled data=1%2025.12 | 41 | 59 | |
| UMCTInference modality=T1–FLAIR, % labeled data=1%2025.12 | 40.54 | 42.43 | |
| UAMTInference modality=FLAIR, % labeled data=10%2025.12 | 40.47 | 48.95 | |
| SPCTInference modality=T1–FLAIR, % labeled data=1%2025.12 | 40.02 | 42.2 | |
| UAMTInference modality=T1–FLAIR, % labeled data=1%2025.12 | 39.56 | 41.95 | |
| Mean TeacherInference modality=T1–FLAIR, % labeled data=1%2025.12 | 39.29 | 41.32 | |
| DTMLInference modality=T1–FLAIR, % labeled data=1%2025.12 | 39.26 | 39.62 | |
| SASSInference modality=T1–FLAIR, % labeled data=1%2025.12 | 38.68 | 40.81 | |
| DAFNetInference modality=FLAIR, % labeled data=5%, variant=row 22025.12 | 37.2 | 47.1 | |
| DTCInference modality=T1–FLAIR, % labeled data=1%2025.12 | 37.12 | 38.25 | |
| DAFNetInference modality=FLAIR, % labeled data=1%, variant=row 22025.12 | 34.6 | 49.6 | |
| UMCTInference modality=FLAIR, % labeled data=1%2025.12 | 33.72 | 33.65 | |
| DAFNetInference modality=FLAIR, % labeled data=1%, variant=row 32025.12 | 31.73 | 45.65 | |
| UMCTInference modality=FLAIR, % labeled data=10%2025.12 | 30.89 | 30.83 | |
| UAMTInference modality=FLAIR, % labeled data=5%2025.12 | 30.48 | 30.87 | |
| DTCInference modality=FLAIR, % labeled data=10%2025.12 | 30.23 | 33.8 | |
| Mean TeacherInference modality=FLAIR, % labeled data=10%2025.12 | 29.46 | 31.42 | |
| SPCTInference modality=FLAIR, % labeled data=10%2025.12 | 29.34 | 36.84 | |
| DTMLInference modality=FLAIR, % labeled data=10%2025.12 | 28.09 | 32.96 | |
| SASSInference modality=FLAIR, % labeled data=1%2025.12 | 27.44 | 23.87 | |
| SASSInference modality=FLAIR, % labeled data=10%2025.12 | 26.67 | 42.87 | |
| UMCTInference modality=FLAIR, % labeled data=5%2025.12 | 26.1 | 26.62 | |
| UAMTInference modality=FLAIR, % labeled data=1%2025.12 | 26.01 | 22.75 | |
| SPCTInference modality=FLAIR, % labeled data=1%2025.12 | 25.95 | 23.57 | |
| DAFNetInference modality=FLAIR, % labeled data=10%, variant=row 32025.12 | 25.75 | 25.44 | |
| DTMLInference modality=FLAIR, % labeled data=5%2025.12 | 24.66 | 24.65 | |
| DTMLInference modality=FLAIR, % labeled data=1%2025.12 | 24.59 | 22.09 | |
| SPCTInference modality=FLAIR, % labeled data=5%2025.12 | 24.44 | 23.93 | |
| Mean TeacherInference modality=FLAIR, % labeled data=1%2025.12 | 24.07 | 21.66 | |
| DTCInference modality=FLAIR, % labeled data=5%2025.12 | 22.48 | 26.71 | |
| DAFNetInference modality=FLAIR, % labeled data=5%, variant=row 32025.12 | 22.07 | 19.68 | |
| Mean TeacherInference modality=FLAIR, % labeled data=5%2025.12 | 21.78 | 20.71 | |
| DTCInference modality=FLAIR, % labeled data=1%2025.12 | 20.42 | 18.27 | |
| SASSInference modality=FLAIR, % labeled data=5%2025.12 | 19.32 | 24.07 |