Author

B. N. Doan

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Preprint Aug 2026

When the Edit Changes the Patient: Measuring Identity Preservation in Counterfactual Retinal Images

This work explicitly measure identity preservation for three groups of text-conditioned editing methods - source-anchored, structured-prompt, and paired-training - using referee classifiers, embedding alignment scores, and a blind reader study.

Andrea Posada, Wenke Karbole, B. N. Doan et al. · 1 citation