title: ÐÐ¾Ð±Ð¸Ð»ÑÐ½Ð¾Ðµ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ Ð´Ð»Ñ Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð»ÑÐ´ÐµÐ¹ Ð¿Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð»Ð¸ÑÐ° Ð¿Ð¾ Ð¼ÐµÑÐ¾Ð´Ñ ÐÐ¸Ð¾Ð»Ñ-ÐÐ¶Ð¾Ð½ÑÐ°
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: A mobile application for identifying people by face image using the Viola-Jones method
Creators: name: Ð¨Ð¿Ð°Ðº, ÐÐ´ÐµÐ»Ð¸Ð½Ð°
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: 2024
Subjects: Ð¼Ð¾Ð±Ð¸Ð»ÑÐ½Ð°Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ°
Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ° Ð¿Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ
python
opencv
dlib
kv
kivy
Ð¼ÐµÑÐ¾Ð´ ÐÐ¸Ð¾Ð»Ñ-ÐÐ¶Ð¾Ð½ÑÐ°
ÑÐµÑÑÑ Ð¥Ð°Ð°ÑÐ°
mobile development
human identification by image
Viola-Jones method
Haar traits

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«ÐÐ¾Ð±Ð¸Ð»ÑÐ½Ð¾Ðµ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ Ð´Ð»Ñ Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð»ÑÐ´ÐµÐ¹ Ð¿Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð»Ð¸ÑÐ° Ð¿Ð¾ Ð¼ÐµÑÐ¾Ð´Ñ ÐÐ¸Ð¾Ð»Ñ-ÐÐ¶Ð¾Ð½ÑÐ°Â». ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸Ð·ÑÑÐµÐ½Ð¸Ñ ÑÐ¶Ðµ Ð¸Ð¼ÐµÑÑÐ¸ÑÑÑ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð´Ð»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°ÑÐ¸ Ð¸Ð´ÐµÐ½-ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ° Ð¿Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð»Ð¸ÑÐ° Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¼Ð¾Ð±Ð¸Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð½ÐµÐºÐ¾ÑÐ¾ÑÑÑ Ð¸Ð· ÑÑÐ¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð². ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ: 1. ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°ÑÑ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ° Ð¿Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶Ðµ-Ð½Ð¸Ñ Ð»Ð¸ÑÐ° 2. ÐÑÐ±ÑÐ°ÑÑ ÑÑÑÐµÐºÑÐ¸Ð²Ð½ÑÐ¹ ÑÑÐµÐº ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¹ Ð´Ð»Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¸Ð»Ð¾-Ð¶ÐµÐ½Ð¸Ñ 3. Ð¡ÑÐ¾ÑÐ¼ÑÐ»Ð¸ÑÐ¾Ð²Ð°ÑÑ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ñ Ð´Ð»Ñ ÑÐ°Ð·ÑÐ°Ð±Ð°ÑÑÐ²Ð°ÐµÐ¼Ð¾Ð³Ð¾ Ð¿ÑÐ¸Ð»Ð¾Ð¶Ðµ-Ð½Ð¸Ñ, ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°ÑÑ ÐµÐ³Ð¾ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÑ Ð¸ Ð¼Ð°ÐºÐµÑ Ð³ÑÐ°ÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð¸Ð½ÑÐµÑÑÐµÐ¹ÑÐ° 4. Ð ÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼ Ð´Ð»Ñ Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ° Ð¿Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°-Ð¶ÐµÐ½Ð¸Ñ Ð»Ð¸ÑÐ° Ð¿Ð¾ Ð¼ÐµÑÐ¾Ð´Ñ ÐÐ¸Ð¾Ð»Ñ-ÐÐ¶Ð¾Ð½ÑÐ° 5. ÐÑÐ¾Ð²ÐµÑÑÐ¸ ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ°Ð±Ð¾ÑÐ¾ÑÐ¿Ð¾ÑÐ¾Ð±Ð½Ð¾ÑÑÐ¸ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ ÐÐ°Ð½Ð½ÑÐ¹ Ð¿ÑÐ¾ÐµÐºÑ Ð±ÑÐ» ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½ Ð½Ð° ÑÐ·ÑÐºÐµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Python Ð¸ KV Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐº OpenCV, dlib Ð¸ Kivy. ÐÐ¾Ð³Ð¸ÐºÐ° Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ Ð±ÑÐ»Ð° Ð½Ð°Ð¿Ð¸-ÑÐ°Ð½Ð° Ð½Ð° ÑÐ·ÑÐºÐµ Python, Ð° Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÑÑÐºÐ¸Ð¹ Ð³ÑÐ°ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ Ð¸Ð½ÑÐµÑÑÐµÐ¹Ñ â Ð½Ð° ÑÐ·ÑÐºÐµ KV. ÐÐ»Ñ Ð¿Ð¾Ð¸ÑÐºÐ° Ð»Ð¸Ñ Ð½Ð° Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸ÑÑ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð»ÑÑ Ð¼ÐµÑÐ¾Ð´ ÐÐ¸Ð¾Ð»Ñ-ÐÐ¶Ð¾Ð½ÑÐ°, ÐºÐ¾ÑÐ¾ÑÑÐ¹ Ð¾ÑÐ½Ð¾Ð²Ð°Ð½ Ð½Ð° Ð¿Ð¾Ð¸ÑÐºÐµ ÑÐµÑÑ Ð¥Ð°Ð°ÑÐ°. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¾ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð¾ Ð¸ Ð¿ÑÐ¾ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¾ Ð¼Ð¾Ð±Ð¸Ð»ÑÐ½Ð¾Ðµ Ð¿ÑÐ¸Ð»Ð¾-Ð¶ÐµÐ½Ð¸Ðµ, ÐºÐ¾ÑÐ¾ÑÐ¾Ðµ ÑÐ¾ÑÐ¾ÑÐ¾ ÑÐµÐ±Ñ Ð¿Ð¾ÐºÐ°Ð·ÑÐ²Ð°ÐµÑ Ð² Ð±Ð¾Ð»ÑÑÐ¸Ð½ÑÑÐ²Ðµ ÑÐ»ÑÑÐ°ÐµÐ¼ Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸, ÑÑÐ¿ÐµÑÐ½Ð°Ñ Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ Ð´Ð»Ñ ÑÐµÑÑÐ¾Ð²Ð¾Ð³Ð¾ Ð½Ð°Ð±Ð¾ÑÐ° Ð½Ð°Ð±Ð»ÑÐ´Ð°ÐµÑÑÑ Ð² 96 ÑÐ»ÑÑÐ°ÑÑ Ð¸Ð· 100.
description: The topic of the final qualifying work: "A mobile application for identifying people by face image using the Viola-Jones method." This work is devoted to the study of existing methods for solving the problem of human identification by facial image and the development of a mobile application using some of these methods. Tasks that were solved during the work: 1. To explore methods of identifying a person by facial image 2. Select an effective technology stack for application development 3. Formulate the requirements for the application being developed, develop its architecture and layout of the graphical interface 4. Implement an algorithm for identifying a person by facial image using the Viola-Jones method 5. To test the functionality of the application This project was implemented in the Python and KV programming languages using the OpenCV, dlib and Kivy libraries. The application logic was written in Py-thon, and the user GUI was written in KV. To search for faces in the images, the Vio-la-Jones method was used, which is based on the search for Haar features. As a result of the work, a mobile application was obtained and tested, which shows itself well in most cases of identification, successful identification for the test set is observed in 96 cases out of 100.