Heather D. Couture

Appearance Normalization of Histology Slides

J. S. Marron, David Borland, Marc Niethammer, 2010, MLMI.

Deep Multi-View Learning via Task-Optimal CCA pdf

J. S. Marron, Marc Niethammer, Roland Kwitt, 2019, ArXiv.

Topological Descriptors of Histology Images

J. S. Marron, Marc Niethammer, Charles M. Perou, 2014, MLMI.

Multiple Instance Learning for Heterogeneous Images: Training a CNN for Histopathology

J. S. Marron, Marc Niethammer, Melissa A. Troester, 2018, MICCAI.

Joint and individual analysis of breast cancer histologic images and genomic covariates

Marc Niethammer, Jan Hannig, Charles M. Perou, 2019 .

Hierarchical task-driven feature learning for tumor histology

J. S. Marron, Marc Niethammer, Charles M. Perou, 2015, 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI).

Image analysis with deep learning to predict breast cancer grade, ER status, histologic subtype, and intrinsic subtype

Heather D. Couture, Lindsay A. Williams, J. Marron, 2018, npj Breast Cancer.

Deep Learning-Based Prediction of Molecular Tumor Biomarkers from H&E: A Practical Review

Heather D. Couture, 2022, Journal of personalized medicine.

Image analysis with deep learning to predict breast cancer grade, ER status, histologic subtype, and intrinsic subtype

Heather D. Couture, Lindsay A. Williams, J. Marron, 2018, npj Breast Cancer.

JOINT AND INDIVIDUAL ANALYSIS OF BREAST CANCER HISTOLOGIC IMAGES AND GENOMIC COVARIATES.

Heather D. Couture, J. Marron, C. Perou, 2019, The annals of applied statistics.