The invention discloses a head-side film adenoid image automatic evaluation method and device based on deep learning, and the method comprises the steps: inputting an original head-side film into a preprocessing module through constructing a deep learning model, and carrying out the extraction of an adenoid region graph and the gray normalization processing; defining the adenoid region graph as two categories of an adenoid pathological hypertrophy image and an adenoid normal image, and inputting the image of the adenoid region into a deep learning model for forward reasoning; and obtaining a prediction result of the category to which the image output by the deep learning model belongs. According to the method provided by the invention, the deep learning model is constructed, the adenoid region sub-graph is input to the deep learning model for identification, and the identification result of the adenoid image corresponding to the original head side film is obtained, so that the method can automatically complete the previous manual operation, and has the advantages of being objective, rapid, good in repeatability and the like.
Head-side sheet adenoid image automatic evaluation method and device based on deep learning