Abstract Cancer is the second leading cause of death worldwide. Brain tumors count for one out every four cancer deaths. Providing an accurate and timely diagnosis can result in treatments. In recent years, rapid development image classification has facilitated computer-aided diagnosis. The convolutional neural network (CNN) most widely used models classifying images. However, its effectiveness...