title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼Ð¾Ð±Ð¸Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ Ð´Ð»Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð·Ð°Ð±Ð¾Ð»ÐµÐ²Ð°Ð½Ð¸Ð¹ ÐºÐ¾Ð¶Ð¸ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½ÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: The development of a mobile application for skin disease detection based on artificial neural networks
Creators: name: Ð¡ÑÑÐ¾Ð¼Ð»Ð¸Ð½Ð¾Ð², ÐÐ»Ð°Ð´Ð¸ÑÐ»Ð°Ð²
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2021
Subjects: Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÐ° Ð·Ð°Ð±Ð¾Ð»ÐµÐ²Ð°Ð½Ð¸Ð¹ ÐºÐ¾Ð¶Ð¸
ÑÐ°Ðº
Ð¼ÐµÐ»Ð°Ð½Ð¾Ð¼Ð°
Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½ÑÐµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
Ð¼Ð¾Ð±Ð¸Ð»ÑÐ½Ð¾Ðµ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ
ios
skin disease diagnostics
cancer
melanoma
artificial neural networks
mobile app

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description: As part of this work, a mobile application was developed to diagnose a malignant neoplasm, melanoma on human skin using a phone camera and artificial neural networks. The first chapter provides a review of analogues, followed by conclusions about their quality and disadvantages. Also, it considers ways of training artificial neural networks and models suitable for the object recognition in the image. The second chapter provides a more detailed analysis of the selected ANN model, architectural templates and tools necessary for the application development for iOS devices. The third chapter focuses directly on working with images of benign and malignant neoplasms, training the ANN model and its fine-tuning. In addition, the implementation of the mobile application is described: the work with a camera, user's library, the implementation of the trained model, and the processing of diagnostic results. The fourth chapter explores a way to optimize the ANN model training, the resulting quality of the predictions, and how the application works. As a result of the work, an application for melanoma diagnosis was written by means of ANN with the possibility of future development: multiple classification of skin diseases.