This Special Issue aims to present the latest research developments in machine learning applied to biomedical image analysis. The topics of interest include but are not limited to computer-aided diagnosis, medical image segmentation, registration, retrieval, classification, etc. Manuscripts should be submitted online at www.mdpi.com and accepted papers will be published continuously in the journal. Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere.