Author

Roxana Daneshjou

2 papers indexed here

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Conference Open access Oct 2026

When Reasoning Hurts Confidence: Demographic Calibration of Vision-Language Models in Medicine (Extended Abstract)

Vision-language models (VLMs) are increasingly evaluated as diagnostic aids in medical imaging, yet clinical deployment requires confidence estimates that are reliable and equitable across patient demographics. When a model reports 80% confidence, it should be correct about 80% of the time, for every patient group and...

Sonnet Xu, Roxana Daneshjou · Proceedings of the AAAI/ACM... · 0 citations

Sep 2026

Med-REDUCE: Representation transfer and efficiency under resolution constraints.

Vision foundation models achieve strong transfer performance but are typically evaluated at fixed spatial resolutions, leaving unclear how their representations degrade when input resolution is reduced, a common constraint in mobile clinical applications, telemedicine, and point-of-care devices. We present Med-REDUCE,...

V. Bikia, Sonnet Xu, Aikaterini Skrika et al. · Medical Image Analysis · 0 citations