{"id":1975,"date":"2023-11-01T09:44:24","date_gmt":"2023-11-01T06:44:24","guid":{"rendered":"https:\/\/kostumologiya.ru\/en\/?p=1975"},"modified":"2023-11-01T09:44:24","modified_gmt":"2023-11-01T06:44:24","slug":"29tlkl323","status":"publish","type":"post","link":"https:\/\/kostumologiya.ru\/en\/29tlkl323.html","title":{"rendered":"Determining the position of the feet in the image using a convolutional neural network"},"content":{"rendered":"<p style=\"text-align: right;\"><strong>Smirnov Evgeniy Evgen\u02b9evich<\/strong><br \/>\nRussian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia<br \/>\nE-mail: evg7162@mail.ru<br \/>\nRSCI: <a href=\"https:\/\/elibrary.ru\/author_profile.asp?id=1097456\">https:\/\/elibrary.ru\/author_profile.asp?id=1097456<\/a><\/p>\n<p style=\"text-align: right;\"><strong>Kostyleva Valentina Vladimirovna<\/strong><br \/>\nRussian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia<br \/>\nE-mail: kostyleva-vv@rguk.ru<br \/>\nRSCI: <a href=\"https:\/\/elibrary.ru\/author_profile.asp?id=353612\">https:\/\/elibrary.ru\/author_profile.asp?id=353612<\/a><\/p>\n<p style=\"text-align: right;\"><strong>Murtazina Al\u02b9fiya Rustyamovna<\/strong><br \/>\nRussian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia<br \/>\nE-mail: aly1029@yandex.ru<br \/>\nRSCI: <a href=\"https:\/\/elibrary.ru\/author_profile.asp?id=906389\">https:\/\/elibrary.ru\/author_profile.asp?id=906389<\/a><\/p>\n<p style=\"text-align: right;\"><strong>Razin Igor Borisovich<\/strong><br \/>\nRussian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia<br \/>\nE-mail: razin-ib@rguk.ru<br \/>\nRSCI: <a href=\"https:\/\/elibrary.ru\/author_profile.asp?id=850439\">https:\/\/elibrary.ru\/author_profile.asp?id=850439<\/a><\/p>\n<p style=\"text-align: right;\"><strong>Sergeev Viktor Alekseevich<\/strong><br \/>\nRussian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia<br \/>\nE-mail: sevastopof@yandex.ru<\/p>\n<p style=\"text-align: justify;\"><strong>Abstract.<\/strong> As a result of the manufacture of individual orthopedic shoes and its elements, a high percentage of work increases rapidly, which increases education. In the absence of a corrective effect, the pathology progresses and the therapeutic function is performed according to the previously taken standards of orthopedic supplies. To customize steles in orthopedics, podometers are used \u2014 devices that take anthropometric data of the feet and visualize them. Based on an assessment of the degree of severity of the first degree of severity of insole customization. This process is time consuming. With the help of neural networks, it can be automated. Within the framework of this consideration, articles on the detection of objects in images with the help of neural networks. In such a situation, convolutions of neural networks with a large number of generalized fragments of images on various objects are most often used. Goal of research was to create a principle for localizing objects in an image by using a neural network to automate the process of individual manufacturing of orthopedic insoles. Applying such an estimate, we treat the image area separately for the right and left feet, and estimates of the quality of the prediction are given. Such solutions are considered in the framework of the doctoral dissertation of Smirnov E.E. and use in the educational process the departments \u00abArtistic Modeling, Design and Technology of Leather Products\u00bb, \u00abInformation Technology\u00bb RSU A.N. Kosygin (Technology. Design. Art) in video tutorials.<\/p>\n<p style=\"text-align: justify;\"><strong>Keywords:<\/strong> neural network; machine learning; data processing; deep learning; shoe customization; automation; orthopedic shoes<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Smirnov Evgeniy Evgen\u02b9evich Russian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia E-mail: evg7162@mail.ru RSCI: https:\/\/elibrary.ru\/author_profile.asp?id=1097456 Kostyleva Valentina Vladimirovna Russian State University named A.N. Kosygin (Technologies. Design. Art), Moscow, Russia E-mail: kostyleva-vv@rguk.ru RSCI: https:\/\/elibrary.ru\/author_profile.asp?id=353612 Murtazina Al\u02b9fiya Rustyamovna Russian &hellip;<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41,5],"tags":[],"class_list":["post-1975","post","type-post","status-publish","format-standard","hentry","category-vol8-no3","category-article"],"_links":{"self":[{"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/posts\/1975","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/comments?post=1975"}],"version-history":[{"count":1,"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/posts\/1975\/revisions"}],"predecessor-version":[{"id":1977,"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/posts\/1975\/revisions\/1977"}],"wp:attachment":[{"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/media?parent=1975"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/categories?post=1975"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kostumologiya.ru\/en\/wp-json\/wp\/v2\/tags?post=1975"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}