5 citations · 37 across the 12 of their papers we have counts for
3 papers · 1 filter
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction
Charles Lu, Syed Rakin Ahmed, Praveer Singh +1
Estimating the test performance of software AI-based medical devices under distribution shifts is crucial for evaluating the safety, efficiency, and usability prior to clinical dep…
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets
Charles Lu, Anastasios N. Angelopoulos, Stuart Pomerantz
The regulatory approval and broad clinical deployment of medical AI have been hampered by the perception that deep learning models fail in unpredictable and possibly catastrophic w…
Three Applications of Conformal Prediction for Rating Breast Density in Mammography
Charles Lu, Ken Chang, Praveer Singh +1
Breast cancer is the most common cancers and early detection from mammography screening is crucial in improving patient outcomes. Assessing mammographic breast density is clinicall…