Structural Findings Transfer, Texture Findings Do Not: An Adaptation Ladder for Cross-Center Dental Diagnosis
This paper demonstrates that while a safety-enforced adaptation framework can successfully transfer structural dental pathology detection across clinical centers using minimal resources, it fails to bridge the domain gap for texture-based findings like caries, suggesting that safe cross-center deployment requires adapting to transferable features while formally refusing non-transferable ones rather than pursuing a universal model.