Artificial Intelligence: A Primer for Breast Imaging Radiologists

J Breast Imaging. 2020 Aug;2(4):304-314. doi: 10.1093/jbi/wbaa033. Epub 2020 Jun 19.

Abstract

Artificial intelligence (AI) is a branch of computer science dedicated to developing computer algorithms that emulate intelligent human behavior. Subfields of AI include machine learning and deep learning. Advances in AI technologies have led to techniques that could increase breast cancer detection, improve clinical efficiency in breast imaging practices, and guide decision-making regarding screening and prevention strategies. This article reviews key terminology and concepts, discusses common AI models and methods to validate and evaluate these models, describes emerging AI applications in breast imaging, and outlines challenges and future directions. Familiarity with AI terminology, concepts, methods, and applications is essential for breast imaging radiologists to critically evaluate these emerging technologies, recognize their strengths and limitations, and ultimately ensure optimal patient care.

Keywords: artificial intelligence; breast imaging; deep learning; machine learning; mammography.

Publication types

  • Review