3 papers
physics.med-ph2026
Extending Regression Without Truth to Integrate Ground-Truth Measurements for Evaluating Quantitative Imaging Methods with Patient Data
Yan Liu, Abhinav K. Jha
Objective evaluation of quantitative imaging (QI) methods with patient data is often hindered by the lack of gold standards. To address this challenge, a class of regression-withou…
physics.med-ph2026
Comparing evaluation of quantitative imaging methods using reference standards vs. regression-without-truth-based technique
Yan Liu, Abhinav K. Jha
Clinical translation of quantitative imaging (QI) methods requires objective evaluation of these methods on reliably measuring the underlying true quantitative values. Ideally, suc…
physics.med-ph2025
Objective Task-based Evaluation of Quantitative Medical Imaging Methods: Emerging Frameworks and Future Directions
Yan Liu, Huitian Xia, Nancy A. Obuchowski +4
Quantitative imaging (QI) is demonstrating strong promise across multiple clinical applications. For clinical translation of QI methods, objective evaluation on clinically relevant…