title: Ð Ð°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ ÑÐ¼Ð¾ÑÐ¸Ð¹ Ð¿Ð¾ Ð´Ð°Ð½Ð½ÑÐ¼ ÑÐ¾ÑÐ¾ÑÑÑÐ¼ÐºÐ¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Emotions recognition according to photographing
Creators: name: Ð£ ÐÐ¸
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: 2019
Subjects: Ð Ð°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ Ð¾Ð±ÑÐ°Ð·Ð¾Ð²
Ð¤Ð¾ÑÐ¾ÑÑÐµÐ¼ÐºÐ°
ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ Ð²ÑÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð»Ð¸ÑÐ°
ÑÐ²ÑÑÑÐ¾ÑÐ½Ð°Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð°Ñ ÑÐµÑÑ
Ð»Ð¾ÐºÐ°Ð»ÑÐ½Ð°Ñ Ð´Ð²Ð¾Ð¸ÑÐ½Ð°Ñ ÑÑÑÑÐºÑÑÑÐ°
Ð¸Ð½Ð²Ð°ÑÐ¸Ð°Ð½ÑÐ½Ð¾ÑÑÑ Ð²ÑÐ°ÑÐµÐ½Ð¸Ñ
ÑÐ»Ð¸ÑÐ½Ð¸Ðµ ÑÑÐ½ÐºÑÐ¸Ð¹

description: Ð Ð¿Ð¾ÑÐ»ÐµÐ´Ð½Ð¸Ðµ Ð³Ð¾Ð´Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð»Ð¾Ð³Ð¸Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐ¼Ð¾ÑÐ¸Ð¹ Ð»Ð¸ÑÐ° ÑÐ¸ÑÐ¾ÐºÐ¾ Ð¿ÑÐ¸Ð¼ÐµÐ½ÑÐ»Ð°ÑÑ Ð²Ð¾ Ð²Ð·Ð°Ð¸Ð¼Ð¾Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¸ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ° Ñ ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ¾Ð¼, ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½Ð¾Ð¼ Ð·ÑÐµÐ½Ð¸Ð¸, Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ðµ Ð±ÐµÐ·Ð¾Ð¿Ð°ÑÐ½Ð¾ÑÑÐ¸ Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð¸ Ñ. Ð´. ÐÐ¾ Ð¿ÑÐ¸ Ð¿ÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ¾Ð¼ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ð¸ Ð½Ð° ÑÐ¾Ð±ÑÐ°Ð½Ð½ÑÐµ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð²ÑÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð»Ð¸ÑÐ° Ð»ÐµÐ³ÐºÐ¾ Ð²Ð»Ð¸ÑÑÑ ÑÐ°ÐºÐ¸Ðµ ÑÐ°ÐºÑÐ¾ÑÑ, ÐºÐ°Ðº Ð²Ð¸Ð·ÑÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ. ÑÐ³Ð¾Ð» Ð¸ Ð¿ÑÐ¸ÐµÐ¼Ð½Ð¾Ðµ Ð¾Ð±Ð¾ÑÑÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ Ð´ÑÑÐ³Ð¸Ðµ ÑÐ°ÐºÑÐ¾ÑÑ, ÐºÐ¾ÑÐ¾ÑÑÐµ Ð´ÐµÐ»Ð°ÑÑ ÑÐºÐ¾ÑÐ¾ÑÑÑ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð²ÑÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ ÑÑÑÐ´Ð½Ð¾Ð¹ Ð´Ð»Ñ ÑÐ´Ð¾Ð²Ð»ÐµÑÐ²Ð¾ÑÐµÐ½Ð¸Ñ ÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð¿Ð¾ÑÑÐµÐ±Ð½Ð¾ÑÑÐµÐ¹. ÐÐ¾ÐºÐ°Ð»ÑÐ½ÑÐ¹ Ð´Ð²Ð¾Ð¸ÑÐ½ÑÐ¹ ÑÐ°Ð±Ð»Ð¾Ð½ Ð¿ÑÐµÐ´ÑÑÐ°Ð²Ð»ÑÐµÑ ÑÐ¾Ð±Ð¾Ð¹ ÑÐ°Ð·Ð½Ð¾Ð²Ð¸Ð´Ð½Ð¾ÑÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð²ÑÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¾Ð² Ñ Ð¸Ð½Ð²Ð°ÑÐ¸Ð°Ð½ÑÐ½Ð¾ÑÑÑÑ Ð²ÑÐ°ÑÐµÐ½Ð¸Ñ, ÐºÐ¾ÑÐ¾ÑÑÐ¹ Ð¼Ð¾Ð¶ÐµÑ ÑÐµÑÐ¸ÑÑ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ñ Ð² Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð½Ð¾Ð¹ ÑÑÐµÐ¿ÐµÐ½Ð¸. ÐÐ´Ð½Ð°ÐºÐ¾, ÐºÐ¾Ð³Ð´Ð° Ð¾Ð¿ÐµÑÐ°ÑÐ¾Ñ LBP Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð´Ð»Ñ Ð¸Ð·Ð²Ð»ÐµÑÐµÐ½Ð¸Ñ ÑÑÐ½ÐºÑÐ¸Ð¹ Ð²ÑÑÐ°Ð¶ÐµÐ½Ð¸Ñ, Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼Ð¾ Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½Ð¾ ÑÑÑÐ°Ð½Ð¾Ð²Ð¸ÑÑ ÑÐ°Ð·Ð¼ÐµÑ Ð¸ ÐºÐ¾Ð»Ð¸ÑÐµÑÑÐ²Ð¾ Ð±Ð»Ð¾ÐºÐ¾Ð² Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð½ÐµÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ Ð¾ Ð²ÑÑÐ°Ð¶ÐµÐ½Ð¸Ð¸ Ð»Ð¸ÑÐ° ÑÐµÑÑÐµÑÑÑ. ÐÐ»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð²ÑÑÐµÑÐºÐ°Ð·Ð°Ð½Ð½ÑÑ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð²ÑÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð»Ð¸ÑÐ° Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ CNN. ÐÐ²Ð¾Ð¸ÑÐ½ÑÐ¹ Ð¾Ð±ÑÐ°Ð·ÐµÑ Ð¿ÑÐµÐ´Ð»Ð°Ð³Ð°ÐµÑÑÑ Ð² ÑÑÐ¾Ð¹ Ð´Ð¸ÑÑÐµÑÑÐ°ÑÐ¸Ð¸.
description: In recent years, face emotions recognition methodology has been widely applied in the human-computer interaction, computer vision,security monitoring and image classification and so on. But in practical application, the collected facial expression images are easily affected by the factors such as imaging angle and acquisiton equipment and other factors which makes the expression recognition rate difficult to meet the actual needs. Local Binary Pattern is a kind of feature extraction algorithm with rotation invariance, which can solve the problem to a certain extent. However, when LBP operator is used to extract expression features, it is necessary to set the block size and quantity of the image artificially. As a result,some facial expression information is lost.To solve the above problems,a facial expression recognition algorithm based on Convolution Neural Network and Local Binary Pattern is proposed in this thesis.