# 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.