Fumiyuki Nihey

Attribute-Aware Adversarial Domain Augmentation for Zero-Shot Medical Domain Adaptation

2025

Deep learning-based medical diagnosis has demonstrated remarkable performance in in-distribution environments, whereas it remains vulnerable in out-of-distribution (OOD) scenarios, often producing unreliable predictions when applied to patients from unseen domains. Medical data involves diverse domains …