MSM-Seg: Multi-Modal Brain Tumor Segmentation

Published:

  • Conducted comprehensive comparative experiments by training and evaluating 3D segmentation models (nnU-Net, 3D-TransUNet, TransBTS, SIN2GR, UNETR++, and others) on BraTS 2024 and BraTS 2025 datasets.
  • Implemented standardized evaluation protocols in the BraTS-METS benchmark, measuring Dice and HD95 for ET, TC, and WT sub-regions.
  • Analyzed quantitative results to validate that MSM-Seg outperforms or matches all baselines, particularly under the category-agnostic prompting setting.