This paper proposes a deep neural network model, based on improved U-Net and CRNN, for brain tumor intelligent diagnosis (grading of glioma, classification of glioma IDH1 mutation status and classification of pituitary tumor). This evidence concerns the gene IDH1 and pituitary tumor.