This Special Issue is dedicated to high-quality, original research papers related to various deep learning techniques and computer-aided diagnosis for biomedical systems. It covers topics such as image classification, image segmentation, medical image processing, biomedical optical imaging, medical signal processing, artificial intelligence, deep learning, machine learning, computer-aided diagnosis, and explainable artificial intelligence. The aim of this Special Issue is to explore possible methodologies and techniques for the healthcare environment.