Medical image fusion techniques can fuse medical images from different morphologies to make the medical diagnosis more reliable and accurate. which play an increasingly important role in many clinical applications. To obtain a fused image with high visual quality and clear structure details. this paper proposes a convolutional neural network (CNN) based medical image fusion algorithm. https://www.knowall.blog/