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Baselines

The selection of baselines varies depending on the evaluation task. Below is a breakdown by task:

Whole Body Segmentation

  • Architectural Baseline: Randomly initialized model.
  • SuPREM
  • Merlin
  • VISTA3D, Auto3DSeg, nnUNet: Results reported in previous studies.

Tumor Segmentation

  • Auto3DSeg Pipeline

Head CT Triage

  • Architectural Baseline: Randomly initialized model.
  • SuPREM

All baselines—as well as our methods—are implemented using lighter. For detailed configuration scripts and execution instructions, please refer to the Downstream Tasks section.