CN110400464B - Method for monitoring illegal parking vehicles in community - Google Patents

Method for monitoring illegal parking vehicles in community Download PDF

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Publication number
CN110400464B
CN110400464B CN201910635197.9A CN201910635197A CN110400464B CN 110400464 B CN110400464 B CN 110400464B CN 201910635197 A CN201910635197 A CN 201910635197A CN 110400464 B CN110400464 B CN 110400464B
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vehicle
picture
parking
illegal
vehicles
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CN110400464A (en
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杨工明
李衡
徐勇
周子容
叶隽毅
李嘉仪
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Hangzhou Yisheng Information Technology Co ltd
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Hangzhou Yisheng Information Technology Co ltd
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    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/017Detecting movement of traffic to be counted or controlled identifying vehicles
    • G08G1/0175Detecting movement of traffic to be counted or controlled identifying vehicles by photographing vehicles, e.g. when violating traffic rules

Abstract

The invention discloses a method for monitoring illegal parking vehicles in a community. The security surveillance cameras in the existing residential area cannot monitor illegal parking and need manual detection. The method utilizes a security monitoring camera installed in a parking area of a community to monitor videos of areas such as a key channel, a fire emergency channel, a fire-fighting climbing platform and the like, utilizes an intelligent analysis technology to identify vehicles which cannot clearly identify license plates, and utilizes a telephone robot to automatically dial a call of a vehicle owner through vehicle information of a community entrance registration system to inform the vehicle owner to move the vehicle in time. The method can accelerate the disposal speed of the illegal parking, prompt the vehicle owner to move in time when the illegal parking is found, reduce the workload of security and improve the working efficiency.

Description

Method for monitoring illegal parking vehicles in community
Technical Field
The invention belongs to the technical field of monitoring, particularly relates to an image comparison technology, and particularly relates to a method for monitoring illegal parking vehicles in a community.
Background
Parking difficulties have become a nuisance to many vehicle owners. Whether the old community or the new high-grade community, the shortage of the parking spaces in the community is always the common fault of most communities, and the few parking spaces are also always the headache of owners. Because the parking space is tense or the quality of part of the car owners is not enough, part of the cars stop in a nonstandard way and stop on the channel, so that other cars cannot enter or exit. It is reported that the phenomenon that the key channel is blocked and cannot be passed due to the random parking often occurs, so that the dispute and even the fighting occur. And some car owners directly stop the vehicles in fire fighting passageways or fire fighting ascending areas, so that fire fighting safety is seriously influenced.
As a property management unit of a residential area or a parking lot, a phenomenon of parking disorderly needs to be found at the first time, and a vehicle owner needs to be informed to move the vehicle to a specified parking space in time. However, in actual operation, because of the shortage of the personnel for property management or the large management area, the situation cannot be considered, even after a vehicle is found sometimes, the vehicle owner is not informed to move the vehicle in the first time due to the fact that the vehicle owner does not leave a contact call and the like, and therefore subsequent disputes and even serious fire-fighting hidden dangers are caused.
At present, the illegal parking based on the camera adopts the license plate recognition of a traffic police illegal parking camera, and the working procedures are as follows: when a vehicle enters a no-parking area, an electronic police can automatically take a picture, and if the vehicle leaves within 5 minutes, the picture can be automatically deleted; when the vehicle is illegally parked for more than 5 minutes, the electronic police can take a second photo and upload the second photo to the system at the same time, and penalty can be given according to illegal parking.
Illegal parking in a cell is not sequential, drive-by-drive, but rather is slotted-pin, with the possibility of parking in any neutral gear that may lead to the next vehicle. The camera arrangement of the community is not set for capturing illegal parking specially, the position of the camera arrangement cannot be compared favorably with the camera installation position of the illegal parking license plate recognition specially set by a traffic police in the road test, the community camera is more multifunctional and is used for security monitoring, and the license plate recognition effect cannot be effectively recognized. For example, when a plurality of vehicles are jammed and break, effective license plates cannot be photographed at all due to the shielding relationship between the front vehicle and the rear vehicle.
Disclosure of Invention
The invention aims to solve the problem that illegal parking cannot be detected by using a security monitoring camera, and provides a method for monitoring illegal parking vehicles in a community.
The method utilizes security monitoring cameras installed in a parking area of a cell to monitor videos of areas such as a key channel, a fire emergency channel, a fire-fighting climbing platform and the like, uses an intelligent analysis technology to identify vehicles which cannot clearly identify license plates, registers vehicle information of a system through a cell entrance, automatically dials a telephone number of a vehicle owner by a telephone robot, and informs the vehicle owner to move the vehicle in time so as to reduce the risk of cell congestion caused by parking according to regulations. The method mainly comprises the following steps:
(1) monitoring and finding illegal parking by using the effective view field coverage of a common security monitoring camera;
(2) searching real vehicle information in the form of a map search map by using the appearance of the vehicle body and the like;
(3) and the telephone robot automatically dials the telephone of the vehicle owner to inform the vehicle owner to move the vehicle in time.
The method comprises the following steps:
(1) vehicle body data acquisition: the method comprises the following steps that vehicles enter a community parking lot through a community entrance and exit, cameras distributed on the front, back and side faces of a parking management system simultaneously capture the vehicles at a gateway gate to be identified by license plate capture to form a vehicle body picture, and the vehicle body picture is transmitted to a system analysis platform and a storage device through a system network; the car body pictures comprise appearance pictures of the front face, the side face and the tail of the car;
(2) extracting feature data from the car body picture: the system analysis platform correlates the received vehicle body picture with the vehicle information identified by the license plate, extracts the characteristic of the vehicle body picture, extracts the vehicle body attribute structural information and the vehicle body characteristic vector, correlates the vehicle body picture, the vehicle body attribute structural information and the vehicle body characteristic vector and stores the vehicle body picture, the vehicle body attribute structural information and the vehicle body characteristic vector in a vehicle database;
(3) the monitoring camera takes pictures of the body of the illegal parking vehicle: after a vehicle enters a cell, if the vehicle enters a non-parking area controlled by a monitoring camera, triggering a control alarm, triggering a background server to automatically capture photos of the illegal parking vehicle from a monitoring video, wherein the photos of the illegal parking vehicle comprise side, front or tail photos;
(4) illegal parking vehicle picture analysis: after the background server takes a snapshot of a parking violation vehicle, analyzing the picture, extracting vehicle body attribute structural information and a vehicle body characteristic vector, comparing the picture characteristic vector with a vehicle database of the entering cell, and judging whether the picture is similar to a certain vehicle of the entering cell;
(5) comparing illegal parking vehicles: if the picture of the illegal vehicle is similar to the picture of the vehicle database entering the cell, when the similarity reaches a set threshold value, the illegal vehicle is judged to be the same vehicle, and the system automatically calls the registration information or the vehicle owner registration data when the illegal vehicle enters the cell; if a plurality of vehicles with the same model and style exist in the cell, sorting according to the time of the vehicles entering the region, and judging that one vehicle closest to the snapshot violation time is a violation vehicle;
(6) comparing the illegal parking vehicle pictures, wherein illegal parking vehicle information cannot be determined, and linking the Internet vehicle information by capturing the vehicle appearance picture at a specific angle; firstly, the model of the illegal vehicle is searched according to the vehicle picture at a specific angle, the pictures of the vehicles at all angles of the model are obtained according to the model, and then the vehicles recorded in the vehicle database are searched again according to the pictures;
(7) the telephone robot notifies vehicle moving: the system automatically dials a contact telephone number registered by a parking violation owner by calling a telephone robot, and automatically answers and informs the owner of moving the car; when the time interval exceeds the set time threshold value, the vehicle owner still does not move the vehicle, the system repeatedly carries out vehicle picture snapshot after a period of time, sends the snapshot to the background to search the pictures for comparison, contacts the vehicle owner through the telephone robot again, and informs the vehicle owner to move the vehicle.
The method can accelerate the disposal speed of the illegal parking, prompt the owner to move when the illegal parking is found, and even realize that the owner can receive the voice call of the illegal parking required to move the car before leaving the car. The method can greatly reduce the workload of security guards and improve the working efficiency, is particularly suitable for medium and large-sized cells and cells with complicated parking space distribution and huge number, can provide reliable evidence of parking violation, and can provide effective evidence for disputes caused by the parking violation.
Drawings
FIG. 1 is a flow chart of the method of the present invention
Detailed Description
As shown in fig. 1, a method for monitoring vehicles parked in a community specifically includes:
(1) vehicle body data acquisition: the vehicle enters a community parking lot through a community entrance and exit, the cameras distributed on the front, back and side faces of the parking management system simultaneously capture the vehicle at a gateway gate to be subjected to license plate capture identification to form a vehicle body picture, the vehicle body picture is transmitted to a system analysis platform and a storage device through a system network, and the vehicle body picture comprises vehicle front face, side face and tail part appearance pictures.
And adding tail and side snapshot cameras at a community vehicle entrance, snapshotting front face, tail and side body pictures of the vehicle while entering a community gate through a vehicle management system, and correspondingly associating the front face, tail and side body pictures with license plate information snapshotted and recognized by the vehicle management system to form the same vehicle.
(2) Extracting feature data from the car body picture: the system analysis platform associates the received vehicle body picture with the vehicle identified by the license plate, extracts the features of the vehicle body picture, extracts the vehicle body attribute structural information and the vehicle body feature vector, associates the vehicle body picture, the vehicle body attribute structural information and the vehicle body feature vector, and stores the vehicle body picture, the vehicle body attribute structural information and the vehicle body feature vector in a related database.
The video intelligent analysis platform is used for carrying out artificial intelligent analysis on videos/pictures, if the pictures contain license plates, the system directly extracts license plate information, if the pictures do not contain valid license plate information, the system extracts key descriptive information of the vehicle pictures, wherein the key descriptive information comprises vehicle body colors, vehicle types and vehicle logos, and meanwhile, the vehicle pictures are subjected to descriptive data extraction to form feature vectors (the feature vectors are the keys for comparing the images by using a picture search picture).
(3) The monitoring camera takes pictures of the body of the illegal parking vehicle: after a vehicle enters a community, if the vehicle enters a non-parking area controlled by a monitoring camera, a control alarm is triggered, a background server is triggered to automatically capture photos of the illegal parking vehicle from a monitoring video, wherein the photos of the illegal parking vehicle comprise side, front or tail photos.
The monitoring camera carries out illegal parking area deployment and control through the background server, and when the vehicle enters the illegal parking area to park, the background system automatically carries out snapshot of illegal parking vehicle appearance pictures from the video stream. Because the installation of the ordinary security surveillance camera is mainly for the safety of the community, the license plate can not be shot, and generally only the picture of the vehicle body of the vehicle can be shot.
(4) Illegal parking vehicle picture analysis: and after the background server takes a snapshot of the illegal parking vehicle, analyzing the picture, extracting the vehicle attribute structured attribute information and the vehicle characteristic vector, comparing the picture characteristic vector with a vehicle database of the entering cell, and judging whether the picture is similar to a certain vehicle of the entering cell.
(5) Comparing illegal parking vehicles: if the picture of the illegal vehicle is similar to the picture of the vehicle database entering the cell, when the similarity reaches a set threshold value, the illegal vehicle is judged to be the same vehicle, and the system automatically calls the registration information or the vehicle owner registration data when the illegal vehicle enters the cell; if a plurality of vehicles with the same model and style exist in the cell, sorting is carried out according to the time of the vehicles entering the region, and one vehicle closest to the snapshot violation time is TOP 1.
After the characteristic vectors are extracted from the vehicle pictures, the vehicle pictures can be compared with the characteristic vectors of the vehicle pictures entering the cell in the database one by one, and the comparison is not a picture, but a plurality of pictures captured when the vehicle pictures enter the cell need to be compared. When the illegal parking vehicle and a certain vehicle entering the cell are judged to be the same vehicle, the system inquires a database according to the license plate or the vehicle information when the illegal parking vehicle enters the cell, and retrieves registered owner information including the owner address, the contact telephone and the like from the database registered by the cell.
(6) Comparing the illegal parking vehicle pictures to determine illegal parking vehicle information, capturing the vehicle appearance pictures at specific angles, linking the Internet vehicle information, firstly retrieving the model of the illegal parking vehicle according to the vehicle pictures at the specific angles, obtaining the pictures at all angles of the vehicle of the model according to the model, and then retrieving the vehicles recorded in the vehicle database again according to the pictures.
(7) Human-assisted validation: the system automatically calls the registration data of the illegal parking vehicles, associates the registration data with pictures and information of the illegal parking vehicles, and the managers perform manual auxiliary confirmation; if the system compares and recognizes that a plurality of vehicles with relatively close similarity exist and cannot be confirmed manually, manual on-site confirmation is carried out, and if the repeated license plate is found manually, the vehicle owners of the plurality of vehicles are directly contacted.
The intelligent video identification is probabilistic judgment, and the uncontrollable factors such as the parking condition of an illegal parking vehicle, the position of the vehicle body and the like can cause that the vehicle body picture captured by the monitoring camera is not ideal, so that the system provides a manual rechecking function for reducing misjudgment. Especially, if the pictures with low similarity can not be confirmed by manual review, a security guard should be sent to the scene for confirmation.
(8) The telephone robot notifies vehicle moving: the system automatically dials a contact telephone number registered by a parking violation owner by calling a telephone robot, and automatically answers and informs the owner of moving the car; when the time interval exceeds the set time threshold value, the vehicle owner still does not move the vehicle, the system repeatedly carries out vehicle picture snapshot after a period of time, sends the snapshot to the background to search the pictures for comparison, contacts the vehicle owner through the telephone robot again, and informs the vehicle owner to move the vehicle.
The telephone robot is an intelligent answering system for automatic telephone dialing and voice prompt, can automatically dial telephone numbers submitted by the system, and plays a recorded voice prompt for reminding a vehicle owner to move, such as: the owner with the license plate number XXX is good, XX is divided into XXXXXX parking in XX, fire safety and other vehicle traffic are affected, you park your love car in a defined parking space before you, thank you for matching!
The detection of the illegal vehicle is completed, and for better management of the cell, the system can also perform the following operations:
(1) when the illegal parking vehicle drives away from the illegal parking area, the system records the illegal parking information, wherein the illegal parking information comprises illegal parking vehicle information, illegal parking times and vehicle moving time intervals.
If the illegal vehicle drives away in time, the system continues to monitor. If the vehicle is not moved in the future after the notification, the system can continuously and repeatedly perform snapshot recognition and remind the vehicle owner through telephone voice. And recording the illegal parking information in the license plate associated information as one of examination bases for future community parking space application.
(2) And the property management conditionally discloses the information of the parking packages and the illegal vehicles in the community in a community public information column, and performs an integral condition for preferentially handling the community parking certificate. Under the same condition, the vehicle without the record of illegal parking can obtain the parking certificate preferentially.
The parking is regulated in the residential area and the support of each vehicle owner is required, for vehicle owners who frequently break parking, the parking can be conditionally disclosed in an information column of property management according to the information disclosure and propaganda requirements, and the permission of applying parking spaces for the vehicle owners with more times of breaking parking is deducted according to the shortage degree of parking spaces in the residential area, so that the honor of the vehicle owners following the law of rules of the chapter is ensured.

Claims (1)

1. A method for monitoring illegal vehicles in a community is characterized by specifically comprising the following steps:
(1) vehicle body data acquisition: the method comprises the following steps that vehicles enter a community parking lot through a community entrance and exit, cameras distributed on the front, back and side faces of a parking management system simultaneously capture the vehicles at a gateway gate to be identified by license plate capture to form a vehicle body picture, and the vehicle body picture is transmitted to a system analysis platform and a storage device through a system network; the car body pictures comprise appearance pictures of the front face, the side face and the tail of the car;
(2) extracting feature data from the car body picture: the system analysis platform correlates the received vehicle body picture with the vehicle information identified by the license plate, extracts the characteristic of the vehicle body picture, extracts the vehicle body attribute structural information and the vehicle body characteristic vector, correlates the vehicle body picture, the vehicle body attribute structural information and the vehicle body characteristic vector and stores the vehicle body picture, the vehicle body attribute structural information and the vehicle body characteristic vector in a vehicle database;
(3) the monitoring camera takes pictures of the body of the illegal parking vehicle: after a vehicle enters a cell, if the vehicle enters a non-parking area controlled by a monitoring camera, triggering a control alarm, triggering a background server to automatically capture photos of the illegal parking vehicle from a monitoring video, wherein the photos of the illegal parking vehicle comprise side, front or tail photos;
(4) illegal parking vehicle picture analysis: after the background server takes a snapshot of a parking violation vehicle, analyzing the picture, extracting vehicle body attribute structural information and a vehicle body characteristic vector, comparing the picture characteristic vector with a vehicle database of the entering cell, and judging whether the picture is similar to a certain vehicle of the entering cell;
(5) comparing illegal parking vehicles: if the picture of the illegal vehicle is similar to the picture of the vehicle database entering the cell, when the similarity reaches a set threshold value, the illegal vehicle is judged to be the same vehicle, and the system automatically calls the registration information or the vehicle owner registration data when the illegal vehicle enters the cell; if a plurality of vehicles with the same model and style exist in the cell, sorting according to the time of the vehicles entering the region, and judging that one vehicle closest to the snapshot violation time is a violation vehicle;
(6) comparing the illegal parking vehicle pictures, wherein illegal parking vehicle information cannot be determined, and linking the Internet vehicle information by capturing the vehicle appearance picture at a specific angle; firstly, the model of the illegal vehicle is searched according to the vehicle picture at a specific angle, the pictures of the vehicles at all angles of the model are obtained according to the model, and then the vehicles recorded in the vehicle database are searched again according to the pictures;
(7) the telephone robot notifies vehicle moving: the system automatically dials a contact telephone number registered by a parking violation owner by calling a telephone robot, and automatically answers and informs the owner of moving the car; when the time interval exceeds the set time threshold value, the vehicle owner still does not move the vehicle, the system repeatedly carries out vehicle picture snapshot after a period of time, sends the snapshot to the background to search the pictures for comparison, contacts the vehicle owner through the telephone robot again, and informs the vehicle owner to move the vehicle.
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Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111047876B (en) * 2019-12-31 2021-10-01 南京三百云信息科技有限公司 Dynamic social contact method and device based on license plate number
CN111681424B (en) * 2020-06-06 2022-03-04 浙江长元科技有限公司 Method for processing illegal parking occupation event of fire fighting truck channel
CN111899559B (en) * 2020-07-28 2024-01-09 北京筑梦园科技有限公司 Parking space management method, server and parking management system
CN111935281B (en) * 2020-08-10 2023-04-07 京东科技信息技术有限公司 Method and device for monitoring illegal parking
CN111814751A (en) * 2020-08-14 2020-10-23 深延科技(北京)有限公司 Vehicle attribute analysis method and system based on deep learning target detection and image recognition
CN112233425A (en) * 2020-10-10 2021-01-15 上海邮电设计咨询研究院有限公司 Illegal parking identification method and device suitable for community
CN113506386B (en) * 2021-06-30 2023-05-26 深圳市路卓科技有限公司 Monitoring method for illegal parking, automobile data recorder, program and storage medium
CN113920482B (en) * 2021-12-13 2022-03-18 江西科技学院 Vehicle illegal parking detection method and system
CN115424450A (en) * 2022-08-11 2022-12-02 重庆源一科技有限公司 Intelligent box capable of analyzing and identifying multichannel video in real time
CN115497329B (en) * 2022-09-19 2023-10-17 安徽凯旋智能停车设备有限公司 Unmanned management system for small parking garage
CN116208434A (en) * 2023-05-05 2023-06-02 杭州立方控股股份有限公司 Intelligent parking management system with cooperation of seat personnel
CN116978241B (en) * 2023-09-21 2023-12-26 济南致业电子有限公司 Urban vehicle monitoring method and system based on law enforcement recorder

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103745598A (en) * 2014-01-09 2014-04-23 中科联合自动化科技无锡有限公司 Front face feature-based vehicle type recognition method
CN105975941A (en) * 2016-05-31 2016-09-28 电子科技大学 Multidirectional vehicle model detection recognition system based on deep learning

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
ITFI20010130A1 (en) * 2001-07-10 2003-01-10 Andrea Righi SYSTEM OF SURVEILLANCE AND CONTROL OF THE MEDIUM SPEED OF VEHICLES IN TRANSIT, AND OF ANY CENSUS OF TRAFFIC ON ROADS AND MOTORWAYS
KR100865511B1 (en) * 2008-02-26 2008-10-29 주식회사 넥스파시스템 Vehicle mounted type enforcement system of vehicles violating a stop sign bar in a crosswalk and the method thereof
US9176924B2 (en) * 2011-11-16 2015-11-03 Autoconnect Holdings Llc Method and system for vehicle data collection
CN103021184B (en) * 2012-12-26 2015-08-26 江苏大学 Block auxiliary discriminating conduct and the system of car plate vehicle
CN104680795B (en) * 2015-02-28 2018-02-27 武汉烽火众智数字技术有限责任公司 A kind of model recognizing method and device based on local features
CN105321352A (en) * 2015-11-16 2016-02-10 深圳市哈工大交通电子技术有限公司 A motor vehicle license plate blocking violation detection and evidence obtaining method
CN106651715A (en) * 2016-09-22 2017-05-10 山东华旗新能源科技有限公司 Smart safe community management system and method
CN107545772A (en) * 2016-10-31 2018-01-05 郑州蓝视科技有限公司 A kind of implementation method of cell electric motor intelligent shutdown system
CN106600977B (en) * 2017-02-13 2020-09-15 深圳英飞拓科技股份有限公司 Multi-feature recognition-based illegal parking detection method and system
CN107945566A (en) * 2017-11-17 2018-04-20 张慧 Curb parking management system and method based on multiple target tracking and deep learning
CN108513278B (en) * 2018-04-04 2021-03-19 中国联合网络通信集团有限公司 Reminding system and reminding method for avoiding illegal parking
CN109410350A (en) * 2018-10-24 2019-03-01 西安艾润物联网技术服务有限责任公司 Unlicensed vehicle parking management method, device and computer readable storage medium
CN109461313A (en) * 2018-12-10 2019-03-12 上海天诚比集科技有限公司 Intelligent Community based on image recognition algorithm, which is disobeyed, stops vehicle alarming system and method

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103745598A (en) * 2014-01-09 2014-04-23 中科联合自动化科技无锡有限公司 Front face feature-based vehicle type recognition method
CN105975941A (en) * 2016-05-31 2016-09-28 电子科技大学 Multidirectional vehicle model detection recognition system based on deep learning

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
基于局部特征的车辆二次识别方法;苏欣欣 等;《桂林电子科技大学学报》;20181231;第38卷(第6期);第469-475页 *

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