title: ÐÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ðµ Ð¸ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ðµ Ð¿Ð¾Ð´Ð¾Ð·ÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¹ Ð¿Ð°ÑÑÐ°Ð¶Ð¸ÑÐ¾Ð² Ð² Ð»Ð¾ÐºÐ¾Ð¼Ð¾ÑÐ¸Ð²Ðµ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑ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: Tracking and identifying suspicious actions of passengers in neural networks
Creators: name: ÐÑÐ±Ð¸Ð½Ð¸Ð½, ÐÐ¸Ñ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: 2021
Subjects: Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
Ð¿Ð¾ÐµÐ·Ð´
ÑÐºÐµÐ»ÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ
YOLOv5
OpenPose
ÑÐ¸ÑÑÐµÐ¼Ð° Ð±ÐµÐ·Ð¾Ð¿Ð°ÑÐ½Ð¾ÑÑÐ¸ Ð½Ð° Ð¿Ð¾ÐµÐ·Ð´Ð°Ñ
Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ðµ Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¹ Ð¿Ð°ÑÑÐ°Ð¶Ð¸ÑÐ¾Ð²
neural networks
train
skeletonization
train security system
tracking passenger activities

description: ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ ÐºÐ¾Ð¼Ð¿Ð»ÐµÐºÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð¸ Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ñ Ð¾ÑÐºÐ»Ð¾Ð½ÑÑÑÐµÐ³Ð¾ÑÑ Ð¿Ð¾Ð²ÐµÐ´ÐµÐ½Ð¸Ñ Ð»ÑÐ´ÐµÐ¹ Ð² Ð¿Ð¾ÐµÐ·Ð´Ðµ. ÐÐ»Ñ Ð¿ÑÐµÐ´Ð¾ÑÐ²ÑÐ°ÑÐµÐ½Ð¸Ñ Ð¿ÑÐµÑÑÑÐ¿Ð»ÐµÐ½Ð¸Ð¹ Ð² Ð²Ð°Ð³Ð¾Ð½Ð°Ñ Ð¿Ð°ÑÑÐ°Ð¶Ð¸ÑÑÐºÐ¸Ñ ÑÐ»ÐµÐºÑÑÐ¾Ð¿Ð¾ÐµÐ·Ð´Ð¾Ð² âÐÐ°ÑÑÐ¾ÑÐºÐ°â Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼Ð¾ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°ÑÑ Ð´Ð¾Ð¿Ð¾Ð»Ð½Ð¸ÑÐµÐ»ÑÐ½ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ ÐºÐ¾Ð½ÑÑÐ¾Ð»Ñ, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð¿Ð¾ Ð²Ð¸Ð´ÐµÐ¾Ð¿Ð¾ÑÐ¾ÐºÑ Ñ ÐºÐ°Ð¼ÐµÑ, ÑÐ°ÑÐ¿Ð¾Ð»Ð¾Ð¶ÐµÐ½Ð½ÑÑ Ð²Ð½ÑÑÑÐ¸ ÐºÐ°Ð¶Ð´Ð¾Ð³Ð¾ Ð²Ð°Ð³Ð¾Ð½Ð°, Ð¿Ð¾Ð·Ð²Ð¾Ð»Ð¸Ñ Ð²Ð¾Ð²ÑÐµÐ¼Ñ Ð¾Ð¿Ð¾Ð²ÐµÑÑÐ¸ÑÑ Ð¼Ð°ÑÐ¸Ð½Ð¸ÑÑÐ° ÑÐ¾ÑÑÐ°Ð²Ð° Ð¾ Ð¿Ð¾Ð´Ð¾Ð·ÑÐ¸ÑÐµÐ»ÑÐ½Ð¾Ð¼ Ð¸Ð»Ð¸ Ð¾Ð¿Ð°ÑÐ½Ð¾Ð¼ Ð¿Ð¾Ð²ÐµÐ´ÐµÐ½Ð¸Ð¸ Ð¿Ð°ÑÑÐ°Ð¶Ð¸ÑÐ¾Ð², Ð° ÑÐ°ÐºÐ¶Ðµ Ð¿ÐµÑÐµÐ´Ð°ÑÑ ÑÑÑ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ Ð½Ð° Ð±Ð»Ð¸Ð¶Ð°Ð¹ÑÑÑ ÑÑÐ°Ð½ÑÐ¸Ñ Ð¿Ð¾ ÑÐ¾Ð´Ñ Ð´Ð²Ð¸Ð¶ÐµÐ½Ð¸Ñ. ÐÑÐ»Ð¾ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¾ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹, Ð¿ÑÐµÐ´Ð½Ð°Ð·Ð½Ð°ÑÐµÐ½Ð½ÑÑ Ð´Ð»Ñ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ 2D-ÑÐºÐµÐ»ÐµÑÐ° Ð»ÑÐ´ÐµÐ¹ Ð½Ð° Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¸. ÐÑÐ»Ð¸ Ð²ÑÐ±ÑÐ°Ð½Ñ Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸, Ð½Ð°Ð¸Ð±Ð¾Ð»ÐµÐµ Ð¿Ð¾Ð´ÑÐ¾Ð´ÑÑÐ¸Ðµ Ð¿Ð¾ ÑÑÐ¾ÑÐ¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐ¼ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸ÑÐ¼. Ð ÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð¼ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÑÑÑÑ Ð¼Ð¾Ð´ÑÐ»Ð¸ Ð´Ð»Ñ ÐºÐ¾Ð¼Ð¿Ð»ÐµÐºÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¿Ð¾ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð¾ÑÐºÐ»Ð¾Ð½ÑÑÑÐµÐ³Ð¾ÑÑ Ð¿Ð¾Ð²ÐµÐ´ÐµÐ½Ð¸Ñ Ð»ÑÐ´ÐµÐ¹ Ð¸ Ð¿ÐµÑÐµÐ´Ð°ÑÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð½Ð° Ð±Ð»Ð¸Ð¶Ð°Ð¹ÑÑÑ Ð¿Ð¾ ÑÐ¾Ð´Ñ Ð´Ð²Ð¸Ð¶ÐµÐ½Ð¸Ñ ÑÑÐ°Ð½ÑÐ¸Ñ.
description: The given work is devoted to the creation of an integrated system for determining and tracking deviant behavior of people on a train. To prevent crimes in the cars of the Lastochka passenger electric trains, it is necessary to implement an additional control system, which, using the video stream from the cameras located inside each carriage, will promptly notify the train driver about the suspicious or dangerous behavior of passengers, as well as transmit this information to the nearest station in the direction of travel. A study was carried out of neural networks designed to determine the 2D skeleton of people in the image. Were selected and implemented neural networks that are most suitable for the formed requirements. The result of the work is modules for an integrated system for determining the deviating behavior of people and transmitting data to the station nearest in the direction of travel.