Abstract: On the basis of introducing the classification method of edible fungi based on traditional feature extraction, the process of deep classification of edible fungi by using convolutional neural network is expounded. The classification method of edible fungi based on deep learning is proved by experimental data to achieve high accuracy in the classification task of edible fungi, which is obviously superior to the traditional feature extraction image recognition and classification method.