This repository is a categorized collection of research papers applying deep learning to medical imaging. Papers are organized by deep learning technique (CNN, autoencoders, etc.), imaging modality, and clinical application area. The list draws from top-tier journals and conferences in medical image analysis (MedIA, IEEE-TMI, MICCAI) from 2015 onward, providing a structured starting point for researchers working on AI-assisted medical diagnostics and healthcare applications.