<span lang="EN-US">Brain is the most important part of nervous system. Brain tumor mainly a mass or growth abnormal tissues in brain. Early detection brain can reduce complex treatment process. Magnetic resonance images (MRI) are used to detect tumor. In this paper, we have introduced deep convolutional neural network (CNN) automatic segmentation using MRI medical which solve vanishing gr...