| # Baseline plan |
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| ## Baselines implemented in this codebase |
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| 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. |
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| ## External baselines to run from official repos |
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| For main-paper comparisons, rerun official baselines on the same manifests/splits: |
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| - 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. |
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| Use reported numbers only in a literature-context table unless protocols match exactly. |
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