title: ÐÐ½Ð°Ð»Ð¸Ð· Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹
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: Image analysis
Creators: name: ÐÐ°Ð»ÐºÐ¾Ð²Ð¾Ð¹, ÐÐ°Ð½Ð¸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: 2023
Subjects: ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½Ð¾Ðµ Ð·ÑÐµÐ½Ð¸Ðµ
ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð½Ð¸Ðµ Ð´Ð¾ÑÐ¾Ð¶Ð½Ð¾Ð¹ Ð¿Ð¾Ð»Ð¾ÑÑ
Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ
ÑÐ°Ð·Ð¼ÑÑÐ¸Ðµ Ð³Ð°ÑÑÑÐ°
computer vision
recording-road lane
programming
gaussian blur

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«ÐÐ½Ð°Ð»Ð¸Ð· Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ¹Â».ÐÐ°Ð½Ð½Ð°Ñ Ð±ÑÐ´ÐµÑ Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ, ÐºÐ¾ÑÐ¾ÑÐ¾Ðµ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð½Ð¸Ðµ Ð´Ð¾ÑÐ¾Ð¶Ð½ÑÑ Ð¿Ð¾Ð»Ð¾ÑÑ Ð² Ð²Ð¸Ð´ÐµÐ¾Ð¼Ð°ÑÐµÑÐ¸Ð°Ð»Ðµ. ÐÑÐ´ÐµÑ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð° Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð° Ð¿ÑÐ¸ Ð¿Ð¾Ð¼Ð¾ÑÐ¸ Ð¼ÐµÑÐ¾Ð´Ð¸Ðº Ð¸ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¹, Ð² ÑÐ°ÑÑÐ½Ð¾ÑÑÐ¸ Ð¾ÑÐºÑÑÑÐ¾Ð¹ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐºÐ¾Ð¹ OpenCV.Ð ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ´ÑÑ ÑÐµÑÐµÐ½Ñ ÑÐ»ÐµÐ´ÑÑÑÐ¸Ðµ Ð·Ð°Ð´Ð°ÑÐ¸, Ð° Ð¸Ð¼ÐµÐ½Ð½Ð¾:ÐÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð² Ð²Ð¸Ð´ ÑÐ²ÐµÑÑÑ;ÐÑÐ´ÐµÐ»ÐµÐ½Ð¸Ðµ Ð½Ð° Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¸ Ð±ÐµÐ»Ð¾Ð³Ð¾ ÑÐ²ÐµÑÐ°;ÐÐ¾Ð½Ð²ÐµÑÑÐ°ÑÐ¸Ñ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½Ð¾Ð³Ð¾ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð² Ð±Ð¸Ð½Ð°ÑÐ½Ð¾Ðµ;ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ ÑÐ¸Ð»ÑÑÑÐ° Ð´Ð»Ñ ÑÐ°Ð·Ð¼ÑÑÐ¸Ñ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ;ÐÐ¾ÑÑÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ðµ Ð¿ÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ðµ;Ð Ð°Ð·Ð´ÐµÐ»ÐµÐ½Ð¸Ðµ Ð¿Ð¾Ð»Ð¾Ñ ÑÐ°Ð·Ð¼ÐµÑÐºÐ¸;ÐÐ¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ñ Ð¿ÑÑÐ¼ÑÑ.Ð¡ Ð¿Ð¾Ð¼Ð¾ÑÑÑ Ð´Ð°Ð½Ð½Ð¾Ð³Ð¾ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð±ÑÐ´ÐµÑ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÑÑÑ Ð´Ð¾ÑÐ¾Ð¶Ð½ÑÑ Ð¿Ð¾Ð»Ð¾ÑÑ Ð² Ð´Ð²Ð¸Ð¶ÐµÐ½Ð¸Ð¸.ÐÐ°Ð»ÐµÐµ Ð±ÑÐ´ÐµÑ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½Ñ, ÐºÐ°Ðº Ð´ÐµÑÐµÐºÑÐ¾Ñ Ð±ÑÐ´ÐµÑ ÑÐ°Ð±Ð¾ÑÐ°ÑÑ Ð² Ð½Ð¾ÑÐ½Ð¾Ðµ Ð²ÑÐµÐ¼Ñ ÑÑÑÐ¾Ðº, ÑÐµÑÐµÐ½ Ð²Ð¾Ð¿ÑÐ¾Ñ Ñ Ð´Ð¸ÑÑÐ°Ð½ÑÐ¸ÐµÐ¹, Ð° Ð¸Ð¼ÐµÐ½Ð½Ð¾: Ð¿ÑÐ¸ ÑÑÐµÐ´Ð½ÐµÐ¹ ÑÐºÐ¾ÑÐ¾ÑÑÐ¸ Ð°Ð²ÑÐ¾Ð¼Ð¾Ð±Ð¸Ð»Ñ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÑÑÑÑÑ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°ÐµÐ¼Ð°Ñ Ð¾Ð±Ð»Ð°ÑÑÑ, ÑÑÐ¾Ð±Ñ Ð´ÐµÑÐµÐºÑÐ¾Ñ ÑÑÐ¿ÐµÐ²Ð°Ð» Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐ°ÑÑ Ð´Ð¾ÑÐ¾Ð¶Ð½ÑÑ Ð¿Ð¾Ð»Ð¾ÑÑ Ð´Ð¾ ÑÐ¾Ð³Ð¾, ÐºÐ°Ðº Ð°Ð²ÑÐ¾Ð¼Ð¾Ð±Ð¸Ð»Ñ ÐµÐµ Ð¿ÑÐ¾ÐµÐ´ÐµÑ. Ð¡Ð¿ÑÐ°Ð²ÐµÐ´Ð»Ð¸Ð²Ð¾ Ð±ÑÐ´ÐµÑ Ð¾Ð±ÑÐ°ÑÐ¸ÑÑ Ð²Ð½Ð¸Ð¼Ð°Ð½Ð¸Ðµ Ð½Ð° Ð±ÐµÐ·Ð´Ð¾ÑÐ¾Ð¶ÑÐµ, Â«ÑÐ»Ð¾Ð¶Ð½ÑÑÂ» Ð´Ð¾ÑÐ¾Ð³Ñ â ÑÐ¼Ð¾Ð¶ÐµÑ Ð»Ð¸ Ð´ÐµÑÐµÐºÑÐ¾Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°ÑÑ ÑÑÐ»Ð¾Ð²Ð½ÑÑ Ð¿ÑÐ¾Ð¿Ð°ÑÑÑ.Â 
description: The theme of the graduate qualification work is: Â«Image analysisÂ».The work devoted to the development of an application that recognizes the road lane in the video. A model will be built and trained using methods and technologies, in particular, the OpenCV open library.In the course of the work next task will be solved:Convert to top view;Selection on the image of white color;Converting the resulting image to binary;Applying a filter to blur an image;Morphological transformation;Separation of lane markings;Construction of the equation of lines.Â Â With this algorithm, it will be possible to determine the road lane in motion.Next, an experiment will be carried out on how the detector will work at night, the issue with the distance will be resolved, namely: at the average speed of the car, the recognizable area is determined so that the detector has time to process the road lane before the car passes it. It would be fair to pay attention to off-road, "difficult" road - whether the detector will be able to recognize the conditional abyss.