My DPhil is on applications of machine learning and computer vision to medical image analysis. I am interested in developing learning algorithms that can aid physicians in identifying and diagnosing diseases or anomalies in different imaging modalities. In order to develop robust and reliable learning algorithms, my research focuses on uncertainty estimation, representation learning, and domain adaptation.
Super−TrustScore: Reliable Failure Detection for Automated Skin Lesion Diagnosis
Junayed Naushad and Irina Voiculescu
In IEEE International Symposium on Biomedical Imaging (ISBI). May, 2024.