Jules Sumkin

Inaccurate Labels in Weakly-Supervised Deep Learning: Automatic Identification and Correction and Their Impact on Classification Performance

Shandong Wu, Lei Zhang, Degan Hao, 2020, IEEE Journal of Biomedical and Health Informatics.

Deep Learning Pre-training Strategy for Mammogram Image Classification: an Evaluation Study

Shandong Wu, Jules Sumkin, Kadie Clancy, 2020, Journal of Digital Imaging.

Multi-task learning to incorporate clinical knowledge into deep learning for breast cancer diagnosis

Shandong Wu, Jules Sumkin, Giacomo Nebbia, 2021, Medical Imaging.

Learning knowledge from longitudinal data of mammograms to improving breast cancer risk prediction

Shandong Wu, Jules Sumkin, Dooman Arefan, 2021, Medical Imaging.

Deep Curriculum Learning in Task Space for Multi-Class Based Mammography Diagnosis pdf

Shandong Wu, Jules Sumkin, Dooman Arefan, 2021, ArXiv.

Effects of lesion conspicuity on visual search in mammogram reading.

Jules Sumkin, Claudia Mello-Thoms, Lara Hardesty, 2005, Academic radiology.