The paper introduces the image classification method based on deep learning into the image classification method of human protein atlas. It uses ResNet deep network to build a deep convolutional neural network for the image classification of human protein atlas, and verifies by using the microscope image of mixed-mode protein. The result shows that this method has higher accuracy and precision than other automatic classification methods, and greatly saves time and manpower.