Development of Computer Vision Models for the Diagnosis of Skin Diseases

Burov N.A. Development of computer vision models for the diagnosis of skin diseases: Thesis. - Perm: Department of Information Technologies in Business, National Research University Higher School of Economics - Perm, 2021. The paper presents the process of developing and evaluating of models for diagnosing skin diseases using computer vision. In the first chapter, the analysis of existing computer vision solutions of skin diseases diagnostics is made. Also proposed possible approaches to the creating and training of neural network models for solving the stated problem. Based on the analysis made, approaches for implementation are selected. The second chapter describes the process of preparing data for training, software implementation of the models themselves, and preparing the environment for training. In the third chapter, the learning process and its results are analysed, the accuracy of the models is assessed and compared with each other. The work is of interest to specialists involved in the development of computer vision models in the healthcare sector. The work includes 55 pages of main text, 42 illustrations, 10 tables. The bibliographic list contains 43 references.