CN106331657A - Video analysis and detection method and system for crowd gathering and moving - Google Patents

Video analysis and detection method and system for crowd gathering and moving Download PDF

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Publication number
CN106331657A
CN106331657A CN201610944113.6A CN201610944113A CN106331657A CN 106331657 A CN106331657 A CN 106331657A CN 201610944113 A CN201610944113 A CN 201610944113A CN 106331657 A CN106331657 A CN 106331657A
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video
personnel
monitoring
video image
region
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陈友明
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Beijing Hongheng Technology Co Ltd
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Beijing Hongheng Technology Co Ltd
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Priority to CN201610944113.6A priority Critical patent/CN106331657A/en
Publication of CN106331657A publication Critical patent/CN106331657A/en
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H04N7/181Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast for receiving images from a plurality of remote sources
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/40Scenes; Scene-specific elements in video content
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/52Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • G06V20/53Recognition of crowd images, e.g. recognition of crowd congestion
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/20Movements or behaviour, e.g. gesture recognition
    • G06V40/23Recognition of whole body movements, e.g. for sport training

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Psychiatry (AREA)
  • Social Psychology (AREA)
  • Human Computer Interaction (AREA)
  • Signal Processing (AREA)
  • Image Analysis (AREA)
  • Alarm Systems (AREA)

Abstract

The invention provides a video analysis and detection method and system for crowd gathering and moving. The method comprises the steps that video images of all positions in a monitoring area are collected by video front-end equipment installed in the monitoring area; the video images are sent to a database server to be stored through an exchanger, and intelligent video analysis is conducted; facial features are analyzed from the video images, the personnel number is counted according to a preset crowd gathering algorithm, and whether the personnel number in the monitoring area exceeds a threshold value or not is judged; when it is judged that the personnel number in the monitoring area exceeds the threshold value, an application server sends alarming information to terminal equipment of monitoring personnel to remind the monitoring personnel to conduct attention treatment, and the video images of the area are displayed in a display screen in real time. According to the video analysis and detection method and system for crowd gathering and moving, by analyzing video acquisition data and detecting crowd gathering and crowd running in the environment, alarming signals are sent in time when the above-mentioned situation occurs to inform the monitoring personnel to take measures to treat the situation.

Description

The video analysis detection method of crowd massing and movement and system
Technical field
The present invention relates to intelligent video-detect technical field, the video analysis particularly to a kind of crowd massing and movement is examined Survey method and system.
Background technology
Along with going deep into that China " safe city " builds, the demand in China's security protection market will further improve, and becomes the U.S. that continues World's second largest security protection market after state.
Advancing by leaps and bounds of technical elements also provides powerful power for the development of security protection industry, the sixties video image skill The application of art, the computer digit technology seventies, the biological identification technology eighties and the Internet technology nineties makes peace Anti-industry is rapidly developed.The Shanghai World's Fair of the Beijing Olympic Games of 2008 and 2010 provides for China security protection market Huge business opportunity, and the stable development that Chinese continual upsurge in construction is also security protection market provides solid foundation.
In recent years, full-scale digital, networking video monitoring system advantage more obvious, the opening of its height, collection Becoming second nature and motility, the development for whole security protection industry provides more wide development space, and intelligent video monitoring is then One of application model of networked video monitoring forefront, field.Intelligent video monitoring with digitized, networked video monitoring is Basis, but it is different from general networked video monitoring, it is a kind of more high-end video surveillance applications.
Video developmental stage:
First stage: late nineteen seventies is to middle nineteen nineties.This stage with closed-circuit TV monitoring system (CCTV) is Main, namely first generation simulated television video monitoring system.At about 2000, the most superseded.
Second stage: middle nineteen nineties to late nineteen nineties, based on the video monitoring system of Based PC machine transplanting of rice cassette, This stage is also referred to as the Semi-digital epoch by insider.Or second filial generation video monitoring system.
Phase III: late nineteen nineties so far, with embedded technology for rely on, with network, communication technology as platform, with It is main for embedding the network video monitor and control system that simple image analysis algorithm is characteristic in photographic head, since then, and Network Video Surveillance Development also into digital Age.At present Haikang, greatly China, what most security protection manufacturers such as Kodak provided is all third generation net Network video monitoring system, is also called IP monitoring system.
Fourth stage: so far, the requirement analyzed intelligent image along with user is more and more higher, simple for earlier 2000s In photographic head, embed simple algorithm the picture captured is analyzed can not meeting the most far away the demand of user.User couple After the requirement of monitoring system has been engaged on, evidence obtaining turns to and prevents in advance.Monitor mode also by with people in Surveillance center's transformation on duty On duty for Computerized intelligent.Forth generation intelligent recognition monitoring system answers such demand to produce just.
The main early warning of conventional third generation video monitoring system is by seeing that monitoring display large-size screen monitors realize by personnel, needs big The human input of amount, the responsibility to personnel simultaneously, focus requires the highest, in most cases can only play post-mordem forensics Effect, and post-mordem forensics is extremely inefficient.
Algorithm integration in photographic head, due to by photographic head hardware limitation, can only be built simple by other manufacturers of great majority Algorithm, does basic handling, it is impossible to realize Intelligent Recognition truly.
Summary of the invention
The purpose of the present invention is intended at least solve one of described technological deficiency.
To this end, it is an object of the invention to propose the video analysis detection method of a kind of crowd massing and movement and system, Crowd massing in environment and crowd are run and detects, thus send alarm signal in time when finding above-mentioned situation, logical Know that monitoring personnel gather measure and process.
To achieve these goals, the embodiment of one aspect of the present invention provides a kind of crowd massing and the video analysis of movement Detection method, comprises the steps:
Step S1, by the video figure of each position in the video front-end equipment acquisition monitoring region being arranged on monitoring region Picture;
Step S2, is stored described video image to database server by switch transmission, and sends to answering Intelligent video analysis is carried out with server;
Step S3, is analyzed face characteristic by described application server from described video image, and according to default colony Aggregation algorithms, statistician's quantity, and judge whether the personnel amount in described monitoring region exceedes threshold value;
Step S4, when judging that monitoring region personnel amount exceedes threshold value, by described application server to monitoring personnel's Terminal unit alert, prompting monitoring personnel carry out concern process, and by the video image in this region in real time in display Show on screen.
Further, in described step S3, farther include: after analyzing face characteristic from described video image, Determine whether the action behavior of personnel, when the personnel of detecting run and run the quantity of personnel exceed threshold value time, send Warning message, prompting monitoring personnel carry out concern process.
Further, in described step S4, the terminal unit of described monitoring personnel obtains regarding of described monitoring region in real time Frequently image, and receive described warning message, to point out user to take treatment measures in time.
Further, in described step S4, described warning message is sound and light alarm prompting.
The embodiment of the present invention also proposes the video analysis detecting system of a kind of crowd massing and movement, including: video front Equipment, database server, switch, application server and display device, wherein,
Described video front-end equipment includes: multiple video cameras, and the plurality of video camera is distributed in multiple positions in monitoring region Put place, for gathering the video image of each position;
Described switch is connected with described video front-end equipment, described database server and described application server, uses In described video image is sent to described database server and described application server;
Described database server is used for storing described video image and backing up;
Described application server is for analyzing face characteristic from described video image, and assembles calculation according to default colony Method, statistician's quantity, and judge whether the personnel amount in described monitoring region exceedes threshold value, when judging monitoring area people When quantity exceedes threshold value, by described application server to the terminal unit alert of monitoring personnel, point out monitoring personnel Carry out concern process;
Described display device is connected with described application service district, for by the video image in this region the most on a display screen Show.
Further, after described application server analyzes face characteristic from described video image, people is determined whether The action behavior of member, when the personnel of detecting run and run the quantity of personnel exceed threshold value time, alert, prompting Monitoring personnel carry out concern process.
Further, when described monitoring region is positioned at outdoor, the installation site distance detection region of each described video camera 10 meters~15 meters of 20 meters~40 meters, angle 45 degree or 45-60 degree, height distance ground;
When described monitoring region is positioned at indoor, 8 meters of the installation site distance detection region of each described video camera~20 Rice, angle 45 degree or 45-60 degree, 5 meters~10 meters of height distance ground.
Further, the terminal unit of described monitoring personnel obtains the video image in described monitoring region in real time, and receives institute State warning message, to point out user to take treatment measures in time.
Further, the terminal unit of described monitoring personnel is mobile phone or panel computer.
Further, described warning message is sound and light alarm prompting.
Crowd massing according to embodiments of the present invention and the video analysis detection method of movement and system, can be according to regarding Frequency gather data analysis, the crowd massing in environment and crowd are run and detect, thus find above-mentioned situation time and Time send alarm signal, notice monitoring personnel gather measure and process.
A set of intelligence that the present invention continues to optimize design based on multiple Intelligent Recognition algorithm knows serial application product, for user Provide Intelligent Recognition, intelligence evidence obtaining, early warning in advance, dispose afterwards, three grades of linkages, craft warning, mobile terminal application management, in advance The multiple application services such as alarming information classification propelling movement, it is possible to by the intellectual analysis to video data before event occurs, in advance Send early warning, and realize three grades of linkage early warning according to the degree of danger of event, the image of event can be distributed to personnel at different levels and move In dynamic terminal, win the quality time for event handling, the impact of public or private property and people's life's safety is reduced by event To minimum level.
Aspect and advantage that the present invention adds will part be given in the following description, and part will become from the following description Obtain substantially, or recognized by the practice of the present invention.
Accompanying drawing explanation
Above-mentioned and/or the additional aspect of the present invention and advantage are from combining the accompanying drawings below description to embodiment and will become Substantially with easy to understand, wherein:
Fig. 1 is the flow chart of the video analysis detection method of the crowd massing according to the embodiment of the present invention and movement;
Fig. 2 is the structure chart of the video analysis detecting system of the crowd massing according to the embodiment of the present invention and movement;
Fig. 3 is the system architecture diagram according to the embodiment of the present invention;
Fig. 4 is the video acquisition according to the embodiment of the present invention, analysis, Stored Procedure figure.
Detailed description of the invention
Embodiments of the invention are described below in detail, and the example of described embodiment is shown in the drawings, the most from start to finish Same or similar label represents same or similar element or has the element of same or like function.Below with reference to attached The embodiment that figure describes is exemplary, it is intended to is used for explaining the present invention, and is not considered as limiting the invention.
As it is shown in figure 1, the video analysis detection method of the crowd massing of the embodiment of the present invention and movement, including walking as follows Rapid:
Step S1, by the video figure of each position in the video front-end equipment acquisition monitoring region being arranged on monitoring region Picture;
Specifically, the data acquisition program in video front-end equipment gather data (xml, picture and video segment), logical After crossing process, data are stored respectively in data base and storage server.Can also realize accessing third party by interface and be safely System or rays safety detection apparatus detection information.
Step S2, is stored video image to database server by switch transmission, and sends to applying clothes Business device carries out intelligent video analysis.
With reference to Fig. 4, analysis result is sent to data acquisition program, data acquisition by video analytics server with xml data Program gathers picture and video segment by xml from video analytics server.Data after data acquisition program will process are divided Cun Chu be with data base and storage server.
Step S3, is analyzed face characteristic by application server from video image, and according to default colony aggregation algorithms, Statistician's quantity, and judge whether the personnel amount monitored in region exceedes threshold value.
Step S4, when judging that monitoring region personnel amount exceedes threshold value, by application server to the terminal of monitoring personnel Equipment alert, prompting monitoring personnel carry out concern process, and by the video image in this region the most on a display screen Show.
The terminal unit of monitoring personnel obtains the video image in monitoring region in real time, and receives warning message, to point out use Treatment measures are taked at family in time.Wherein, warning message is sound and light alarm prompting.
Below the process of crowd massing detection is illustrated;Crowd massing algorithm is all in the range of realizing detection video camera The colony of people assembles, and in actual applications, colony's gathering can be judged by algorithm routine according to certain data threshold values, works as calculation Method thinks that when reaching certain threshold values, system will be reported to the police.When the colony of detection crowd assembles, such as the gathering of crowd, when detection regards Frequently having exceeded the behavior setting threshold values in scene, system is reported to the police automatically.
Range of application: be applicable to the places such as Grand Place relatively wide, the visual field that photographic head is clapped also compares the widest scene, such as park, Square, important office of enterprise doorway, building (road, highway is absent from the scene in the range of scape).For different photographic head position and Angle, parameter used also has bigger difference.
Outdoor environment requires: monitoring region distance photographic head 20m~40m;Daytime, light stabilisation;At night, there is bright source And stable, light-source brightness can not suddenly change;Angle 45 degree or 45-60 degree;Height distance ground 10m~15m.
Indoor environment requires: monitoring region distance photographic head 8m~20m;Light stabilisation or have bright source and stable, light Source brightness can not suddenly change;Angle 45 degree or 45-60 degree;Height distance ground 5m~10m.
Additionally, after analyzing face characteristic from video image, determine whether the action behavior of personnel, when detecting Personnel's run and run quantity of personnel is when exceeding threshold value, and alert, prompting monitoring personnel carry out concern process.
Specifically, crowd run algorithm realize detection video camera in the range of proprietary colony run, in actual applications, Group behavior can be judged by algorithm routine according to certain data threshold values, when algorithm think reach certain threshold values time, system Will report to the police.The crowd of detection crowd is run, and as a direction oriented in crowd or multiple directions are run, system is reported automatically Alert.
Range of application: be applicable to the places such as Grand Place relatively wide, the visual field that photographic head is clapped also compares the widest scene, such as park, Square, important office of enterprise doorway, building (road, highway is absent from the scene in the range of scape).For different photographic head position and Angle, parameter used also has bigger difference.
Outdoor environment requires: monitoring region distance photographic head 20m~40m;Daytime, light stabilisation;At night, there is bright source And stable, light-source brightness can not suddenly change;Angle 45 degree or 45-60 degree;Height distance ground 10m~15m.
Indoor environment requires: monitoring region distance photographic head 8m~20m;Light stabilisation or have bright source and stable, light Source brightness can not suddenly change;Angle 45 degree or 45-60 degree;Height distance ground 5m~10m.
As in figure 2 it is shown, the video analysis detecting system of the crowd massing of the embodiment of the present invention and movement, including: before video End equipment 1, database server 2, switch 3, application server 4 and display device 5.
Concrete, video front-end equipment 1 includes: multiple video cameras, and multiple video cameras are distributed in multiple positions in monitoring region Put place, for gathering the video image of each position.
When monitoring region and being positioned at outdoor, 20 meters~40 meters of the installation site distance detection region of each video camera, angle 45 degree or 45-60 degree, 10 meters~15 meters of height distance ground;
When monitoring region and being positioned at indoor, 8 meters~20 meters of the installation site distance detection region of each video camera, angle 45 Degree or 45-60 degree, 5 meters~10 meters of height distance ground.
Switch 3 is connected with video front-end equipment 1, database server 2 and application server 4, for by video image Send to database server 2 and application server 4.Database server 2 is for store video images and backs up.
Specifically, the data acquisition program in video front-end equipment 1 gather data (xml, picture and video segment), logical After crossing process, data are stored respectively in data base and storage server.Can also realize accessing third party by interface and be safely System or rays safety detection apparatus detection information.
First, analysis result is sent to data acquisition program, data acquisition program by video analytics server with xml data From video analytics server, picture and video segment is gathered by xml.Data after data acquisition program will process are deposited respectively Storage and data base and storage server.
Application server 4 is for analyzing face characteristic from video image, and according to default colony aggregation algorithms, adds up Personnel amount, and judge whether the personnel amount monitored in region exceedes threshold value, when judging that monitoring region personnel amount exceedes threshold During value, application server 4 carry out concern process to the terminal unit alert of monitoring personnel, prompting monitoring personnel.
In one embodiment of the invention, application server 4 includes: Distributor, reception server, algorithm service Device.
Wherein, after application server 4 analyzes face characteristic from video image, determine whether the action row of personnel For, when the personnel of detecting run and run the quantity of personnel exceed threshold value time, alert, prompting monitoring personnel enter Row concern processes.
The terminal unit of monitoring personnel obtains the video image in monitoring region in real time, and receives warning message, to point out use Treatment measures are taked at family in time.In one embodiment of the invention, the terminal unit of monitoring personnel is mobile phone or panel computer.
Front end monitoring collecting device transmits the video to backstage by network and is analyzed, and background work personnel can pass through, PC, mobile terminal (mobile phone, crime scene investigation device), giant-screen check relevant video and early warning information.Wherein, warning message is sound and light alarm Prompting.
Display device 5 is connected with application service district, for being shown the most on a display screen by the video image in this region Show.
As it is shown on figure 3, seven levels of system architecture, it is operating system layer, database layer, web container layer respectively, runs ring Border layer, technology layer, Internet, access browse layer.
Below the software support platform of the present invention is illustrated:
1, Oracle11g data base: provide reliable, safe data management function with the crucial business event of reply and Line issued transaction is applied.Oracle advanced security option provide transparent data encryption, can to lane database storage data and The data of network transmission are encrypted.
2, operating system (windows/linux): as operating system on authorization server is relevant soft for running Part.
3, resource service (WebServer): provide resource information for other service by (resource service) operation system, It is operation system and the bridge of other service.
4, distribution service (VideoServer): the Video stream information of hardware device collection is forwarded to Analysis Service etc..
5, website service (tomcat): the use of the Internet end management system is provided as web container.
6, middleware (ESB): for integrated third party software and the interface of hardware.
7, electronic chart (GIS): user provides integral platform electronic map function.
8, storage service (StorageServer): realize the storage function of history video record.
9, program (FKCounter) is received: realize the timely reception of early warning event information, and operation system real-time exhibition.
10, picture publisher server (nginx): for issuing the picture of early warning event.
11, video playback plug-in unit (OCX): realizing operation system can be with displaying live view video playback.
12, video monitoring client terminal (VideoClient): one control is provided to client, accesses the visual of headend equipment Change platform.By client, user can control equipment The Cloud Terrace, 3D location, viewing with the video information of displaying live view all devices History video record, browses video scheme broadcasting etc..
13, operation system: provide to client consult in time, process from front end equipment Inspection to Realtime Alerts event flat Platform.
14, defrag .rar: make regular check on and clear up video record and the picture file of storage, prevent disk space not Foot.
The present invention can dispose on authorization server, and supports the soft or hard system integration customized, and compares other and is embedded in shooting For the product that machine or soft or hard combine, extensibility is strong, can be according to some function of the increase in demand of user;The algorithm used According to substantial amounts of contrast, test, in the case of environment reaches the requirement of products application, the accuracy rate of algorithm embeds higher than other The product that video camera or soft or hard combine;Algorithm, client etc. has broken string to automatically reply function;Whole system can be compatible The systems such as windows2003/xp/win7/win8.
Crowd massing according to embodiments of the present invention and the video analysis detection method of movement and system, can be according to regarding Frequency gather data analysis, the crowd massing in environment and crowd are run and detect, thus find above-mentioned situation time and Time send alarm signal, notice monitoring personnel gather measure and process.
A set of intelligence that the present invention continues to optimize design based on multiple Intelligent Recognition algorithm knows serial application product, for user Provide Intelligent Recognition, intelligence evidence obtaining, early warning in advance, dispose afterwards, three grades of linkages, craft warning, mobile terminal application management, in advance The multiple application services such as alarming information classification propelling movement, it is possible to by the intellectual analysis to video data before event occurs, in advance Send early warning, and realize three grades of linkage early warning according to the degree of danger of event, the image of event can be distributed to personnel at different levels and move In dynamic terminal, win the quality time for event handling, the impact of public or private property and people's life's safety is reduced by event To minimum level.
In order to adapt to user's request, the present invention has environment learning ability, can carry according to constantly improving of security protection identification storehouse High system recognition rate, improves the security protection work efficiency of relevant departments, preferably ensures life and the property safety of broad masses, dimension Protect social stability.
The crowd massing of the embodiment of the present invention and the video analysis detection method of movement and system, have following useful effect Really:
1, comprehensive
Most current Intelligent Recognition manufacturer only achieves the module of or a few Intelligent Recognition, it is impossible to meet user The demand of growing lifting safe class.Just the product of multiple commercial vendors all can only be filled one when user has multiple demand Time, different functions realizes on different platforms.And for article, colony personnel, environment, all the 11 of photographic head itself Categorles analytic function all realizes on a platform, can meet the demand of most of client, to easy to use from the point of view of user.
2, data evidence obtaining is quick
Most current intelligence manufacturer is by preposition for the algorithm of Intelligent Recognition, and this results in evidence obtaining after an event occurs and is stranded Difficulty, and Intelligent Recognition platform is owing to being to dispose on backstage, it is possible to analyze the video of storage easily, location needs take rapidly The data of card, save substantial amounts of time cost for client.And support multistage linking, data are distributed.
3, three grades of linkage early warning
System can realize patrol personnel's handheld terminal, monitoring center system platform, three grades of linkages of headquarter's system platform, Personnel for user's many levels provide decision support, it is achieved early warning is disposed in advance, event is compressed among cradle.
4, sustainable development
The constantly identification storehouse of sophisticated systems, improves discrimination, simultaneously, it is possible to know according to customer demand customized development newly intelligence Other algorithm meets different demands, keeps permanent sustainable development in following application process.
5, bidirectional alarming
The present invention can realize the bidirectional alarming mechanism of video analysis early warning and on-the-spot patrol personnel's manual alarm, in shooting Head blind area, alarm image beamed back early warning platform by on-the-spot patrol personnel manually form, and platform commanding is according to image feelings Condition arranges disposing task.Thus form, by photographic head and Field Force, the early warning commander covered without dead angle and dispose network.
6, protection original investment
Owing to Intelligent Recognition platform is a set of pure software system, it is arranged in the backstage of video monitoring system, so without right The video monitoring system that user has built up carries out transforming or removing reconstruction, it is possible to be effectively protected the original investment of client, phase To current domestic most monitoring manufacturers by preposition for the algorithm pattern to photographic head, Intelligent Recognition platform can maximize protection The original investment of client.
7, economy
The Intelligent Recognition platform of research and development can be adjusted flexibly the region of Intelligent Recognition, and this region after client deployment The content identified.The such as region of some camera for supervising the square shooting, what daytime identified is probably the behavior knowledge of colony or individuality , the most likely do not identify evening is the identification of doubtful dangerous materials or legacy.Traditional monitoring manufacturer can only rely on increase to take the photograph Camera, increases equipment investment and realizes, Intelligent Recognition platform then only need to arrange in software it is achieved that save greatly The about engineering of user puts into, equipment investment, and human input etc. has a high economy.Urban safety aspect for another example, no The same time period needs the region of Intelligent Recognition to be different, and traditional solution installs substantial amounts of photographic head, Lao Min exactly additional Lose money.Intelligent Recognition platform has only to arrange in software and can realize, and possesses high economy.
Simultaneously as Intelligent Recognition platform is, by computer, video is carried out intellectual analysis, it is possible to reduce substantial amounts of on duty Personnel, for using unit to save substantial amounts of human cost.Possesses the highest economy.
8, practicality
Intelligent Recognition platform has extremely perfect early warning mechanism, the most can realize comprising article identification, personnel The 11 big functions such as Activity recognition, Context awareness, photographic head oneself state identification, can be according to analytical data by contingent thing Part is reported to the police, and allows user carry out the disposal being correlated with when event bud, with the loss avoiding event to cause after occurring.
9, mobile interchange application
Use for the convenience of the user, in addition to the platform being arranged on Surveillance center, the present invention have also been devised cell phone customer End (crime scene investigation device) application, sets according to scene patrol disposal personnel, floor manager personnel, the different rights of personnel of action commander in chief Put different inquiry, push, seek help, the function such as transfer, user can be applied by mobile phone terminal and realize efficiently and commander people Member, the two-way interaction of command centre, greatly enhance scope and the convenience of system application.
10, wechat pushes application
The support or the reinforcing personnel that do not install the mobile phone (crime scene investigation device) of native system for convenience pick the early warning that system pushes Information, system specialized designs wechat pushing module, early warning information can be pushed to the micro-signal specified.And can be by paying close attention to wechat Public number, it is achieved public number pushes automatically.It is multiple interior that propelling movement content contains early warning event property, early warning event urgency level etc. Hold.User can arrange propelling movement content on platform, pushes the multiple personalizations such as the frequency and arranges.
11, high efficiency
A set of platform of intellectual analysis based on video image, platform is realizing the basis of the intellectual analysis to video image On by different scenes, varying environment arranges different parameters and realizes the early warning in advance to event.Early warning information passes through platform Three grades of linkage early warning mechanisms be automatically distributed to the client of different persons liable, platform can also pass through correlation function simultaneously Module realizes emergency command.The quick disposal to event is realized by the linkage of each functional module of whole platform.
Using pure software form to realize, algorithm uses OpenCV to combine the mode of c/c++ and realizes, OpenCV be one based on The cross-platform computer vision library that (increasing income) issues, may operate in Linux, Windows and MacOS operating system.It is light Magnitude and efficiently, be made up of a series of C function and a small amount of C++ class, provide the language such as Python, Ruby, MATLAB simultaneously Interface, it is achieved that a lot of general-purpose algorithms in terms of image procossing and computer vision.The vision processing algorithm that OpenCV provides The abundantest, and its part writes with C language, it is not necessary to add and new outside support that compiling link that can also be complete generates Execution program.Portability of the present invention is high, and stability is strong, adapts to various possible environment, and technology autgmentability is strong.
Whole system after deployment, if there is early warning event, sends warning message automatically, and user can check and locate in time Reason.System availability is higher, is suitable for various environment, and a video camera can load several algorithm simultaneously, automatically generate warning Information, intuitive is strong, saves substantial amounts of manpower and materials, safeguards simple, and expansible new function.
In the description of this specification, reference term " embodiment ", " some embodiments ", " example ", " specifically show Example " or the description of " some examples " etc. means to combine this embodiment or example describes specific features, structure, material or spy Point is contained at least one embodiment or the example of the present invention.In this manual, to the schematic representation of above-mentioned term not Necessarily refer to identical embodiment or example.And, the specific features of description, structure, material or feature can be any One or more embodiments or example in combine in an appropriate manner.
Although above it has been shown and described that embodiments of the invention, it is to be understood that above-described embodiment is example Property, it is impossible to be interpreted as limitation of the present invention, those of ordinary skill in the art is without departing from the principle of the present invention and objective In the case of above-described embodiment can be changed within the scope of the invention, revise, replace and modification.The scope of the present invention Limited by claims and equivalent thereof.

Claims (10)

1. a crowd massing and the video analysis detection method of movement, it is characterised in that comprise the steps:
Step S1, by the video image of each position in the video front-end equipment acquisition monitoring region being arranged on monitoring region;
Step S2, is stored described video image to database server by switch transmission, and sends to applying clothes Business device carries out intelligent video analysis;
Step S3, is analyzed face characteristic from described video image by described application server, and assembles according to default colony Algorithm, statistician's quantity, and judge whether the personnel amount in described monitoring region exceedes threshold value;
Step S4, when judging that monitoring region personnel amount exceedes threshold value, by described application server to the terminal of monitoring personnel Equipment alert, prompting monitoring personnel carry out concern process, and by the video image in this region the most on a display screen Show.
2. crowd massing as claimed in claim 1 and the video analysis detection method of movement, it is characterised in that in described step In S3, farther include: after analyzing face characteristic from described video image, determine whether the action behavior of personnel, When the personnel of detecting run and run the quantity of personnel exceed threshold value time, alert, prompting monitoring personnel carried out Concern processes.
3. crowd massing as claimed in claim 1 and the video analysis detection method of movement, it is characterised in that in described step In S4, the terminal unit of described monitoring personnel obtains the video image in described monitoring region in real time, and receives described warning message, Treatment measures are taked in time with prompting user.
4. crowd massing as claimed in claim 1 and the video analysis detection method of movement, it is characterised in that in described step In S4, described warning message is sound and light alarm prompting.
5. a crowd massing and the video analysis detecting system of movement, it is characterised in that including: video front-end equipment, data Storehouse server, switch, application server and display device, wherein,
Described video front-end equipment includes: multiple video cameras, and the plurality of video camera is distributed in multiple positions in monitoring region, For gathering the video image of each position;
Described switch is connected with described video front-end equipment, described database server and described application server, and being used for will Described video image sends to described database server and described application server;
Described database server is used for storing described video image and backing up;
Described application server is used for analyzing face characteristic from described video image, and according to default colony aggregation algorithms, Statistician's quantity, and judge whether the personnel amount in described monitoring region exceedes threshold value, when judging monitoring area people number When amount exceedes threshold value, by described application server to the terminal unit alert of monitoring personnel, prompting monitoring personnel enter Row concern processes;
Described display device is connected with described application service district, for being carried out the most on a display screen by the video image in this region Display.
6. crowd massing as claimed in claim 1 and the video analysis detecting system of movement, it is characterised in that described application takes After business device analyzes face characteristic from described video image, determine whether the action behavior of personnel, when personnel being detected When the quantity of personnel of running and run exceedes threshold value, alert, prompting monitoring personnel carry out concern process.
7. crowd massing as claimed in claim 1 and the video analysis detecting system of movement, it is characterised in that when described monitoring When region is positioned at outdoor, 20 meters~40 meters of the installation site distance detection region of each described video camera, angle 45 degree or 45- 60 degree, 10 meters~15 meters of height distance ground;
When described monitoring region is positioned at indoor, 8 meters~20 meters of the installation site distance detection region of each described video camera, angle Spend 45 degree or 45-60 degree, 5 meters~10 meters of height distance ground.
8. crowd massing as claimed in claim 5 and the video analysis detecting system of movement, it is characterised in that described monitor The terminal unit of member obtains the video image in described monitoring region in real time, and receives described warning message, to point out user timely Take treatment measures.
9. crowd massing as claimed in claim 8 and the video analysis detecting system of movement, it is characterised in that described monitor The terminal unit of member is mobile phone or panel computer.
10. crowd massing as claimed in claim 5 and the video analysis detecting system of movement, it is characterised in that described warning Information is sound and light alarm prompting.
CN201610944113.6A 2016-11-02 2016-11-02 Video analysis and detection method and system for crowd gathering and moving Pending CN106331657A (en)

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Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100321183A1 (en) * 2007-10-04 2010-12-23 Donovan John J A hierarchical storage manager (hsm) for intelligent storage of large volumes of data
CN202095044U (en) * 2011-08-05 2011-12-28 北京驰程万里宏远科技有限公司 Intelligent security system for building in construction period
CN103297751A (en) * 2013-04-23 2013-09-11 四川天翼网络服务有限公司 Wisdom skynet video behavior analyzing system
CN104243569A (en) * 2014-09-09 2014-12-24 安徽四创电子股份有限公司 City operation system
CN105450987A (en) * 2015-11-12 2016-03-30 北京弘恒科技有限公司 Intelligent recognition platform video monitoring early warning system

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100321183A1 (en) * 2007-10-04 2010-12-23 Donovan John J A hierarchical storage manager (hsm) for intelligent storage of large volumes of data
CN202095044U (en) * 2011-08-05 2011-12-28 北京驰程万里宏远科技有限公司 Intelligent security system for building in construction period
CN103297751A (en) * 2013-04-23 2013-09-11 四川天翼网络服务有限公司 Wisdom skynet video behavior analyzing system
CN104243569A (en) * 2014-09-09 2014-12-24 安徽四创电子股份有限公司 City operation system
CN105450987A (en) * 2015-11-12 2016-03-30 北京弘恒科技有限公司 Intelligent recognition platform video monitoring early warning system

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