Machine learning approaches in medical image analysis: From detection to diagnosis
- PMID: 27481324
- DOI: 10.1016/j.media.2016.06.032
Machine learning approaches in medical image analysis: From detection to diagnosis
Abstract
Machine learning approaches are increasingly successful in image-based diagnosis, disease prognosis, and risk assessment. This paper highlights new research directions and discusses three main challenges related to machine learning in medical imaging: coping with variation in imaging protocols, learning from weak labels, and interpretation and evaluation of results.
Keywords: Classification; Computer aided diagnosis; Machine learning; Transfer learning.
Copyright © 2016 Elsevier B.V. All rights reserved.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical