A Deep Learning Approach to Re-create Raw Full-Field Digital Mammograms for Breast Density and Texture Analysis.

Hai ShuTingyu ChiangPeng Wei Kim-Anh Do Michele D Lesslie Ethan O CohenAshmitha SrinivasanTanya W Moseley Lauren Q Chang SenJessica W T LeungJennifer B DennisonSam M HanashOlena O Weaver

Published in: Radiology. Artificial intelligence (2021)

This deep learning approach performed well in re-creating raw mammograms with strong agreement in four image evaluation metrics, breast density, and the majority of 29 widely used texture features.Keywords: Mammography, Breast, Supervised Learning, Convolutional Neural Network (CNN), Deep learning algorithms, Machine Learning AlgorithmsSee also the commentary by Chan in this issue.Supplemental material is available for this article.©RSNA, 2021.

Keyphrases

deep learning
convolutional neural network
machine learning
artificial intelligence
contrast enhanced
big data
magnetic resonance
computed tomography
image quality