Baseline plan
Baselines implemented in this codebase
- Source-only evaluation.
- Target supervised oracle.
- Pseudo-label EMA self-training.
- PEFT-only adaptation.
- Moment transport only.
- Linear residual interpolation.
- SACFlow-FM.
- Whole-feature flow ablation.
- Random task-subspace ablation.
- 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.