A generative adversarial network-based abnormality detection using only normal images for model training with application to digital breast tomosynthesis

Abstract Deep learning has shown tremendous potential in the task of object detection in images. However, a common challenge with this task is when only a limited number of images containing the object of interest are available. This is a particular issue in cancer screening, such as digital breast...

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Bibliographic Details
Main Authors: Albert Swiecicki, Nicholas Konz, Mateusz Buda, Maciej A. Mazurowski
Format: Article
Language:English
Published: Nature Publishing Group 2021-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-89626-1