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Мальгина, Элина Александровна

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Мальгина
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Элина Александровна
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  • Публикация
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    Development of the Mobile Application for Assessing Facial Acne Severity from Photos
    (2021) Malgina, E.; Kurochkina, M. -A.; Мальгина, Элина Александровна; Курочкина, Мария-Анастасия Андреевна
    © 2021 IEEE.Acne is one of the most common skin diseases. The disease is observed in all age groups, but it mainly affects adolescent and young women. The severity of acne is usually accessed by dermatologists in a clinical setting. The goal of this work was to develop a machine learning model that can assess the severity of acne from photos as accurately as dermatologists do. The model is presented as a mobile application that provides users with an easy way to evaluate their treatment and predict the time required for full recovery. For the study, 166 images were taken, each labeled according to the severity of the disease from 1 to 4. However, convolutional neural networks, require much larger training sets. A regression model was used to predict treatment time. The development was based on the study "A computer vision application for assessing facial acne severity from selfie images".
  • Публикация
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    Разработка рабочего пространства студента лабораторного комплекса GraphLabs
    (2024) Мальгина, Э. А.; Мальгина, Элина Александровна; Короткова Мария Александровна