SACFlow / docs /BASELINES.md
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Baseline plan

Baselines implemented in this codebase

  1. Source-only evaluation.
  2. Target supervised oracle.
  3. Pseudo-label EMA self-training.
  4. PEFT-only adaptation.
  5. Moment transport only.
  6. Linear residual interpolation.
  7. SACFlow-FM.
  8. Whole-feature flow ablation.
  9. Random task-subspace ablation.
  10. No velocity-field / no learned-flow ablations through YAML config edits.

External baselines to run from official repos

For main-paper comparisons, rerun official baselines on the same manifests/splits:

  • CCRC for MMWHS cardiac SFDA.
  • ProtoContra for source classifier/prototype alignment.
  • A3-DualUD for anatomy-anchor alignment.
  • HEAL for learning-free source-free cross-modality adaptation.
  • RSA for CrossMoDA/vestibular schwannoma MRI adaptation.

Use reported numbers only in a literature-context table unless protocols match exactly.