This document outlines a project on brain tumor detection and diagnosis using convolutional neural networks. It discusses the objective of outlining current automatic segmentation techniques using CNNs. It then provides an introduction on the importance of accurate brain tumor segmentation for diagnosis and treatment. The remaining sections cover literature reviews on CNN segmentation methods, the overall architecture and working principles, applications and the future scope of this area of research.