Comprehensive Study on Fairness of 3D Medical Imaging Models and Proposal of Fair Identity Scaling Method

Comprehensive investigation of fairness in 3D medical imaging models across multiple protected attributes, including race, gender, and ethnicity, and proposal of a novel Fair Identity Scaling (FIS) method to improve both overall performance and fairness.