CN108073577A - A kind of alarm method and system based on recognition of face - Google Patents

A kind of alarm method and system based on recognition of face Download PDF

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CN108073577A
CN108073577A CN201610976491.2A CN201610976491A CN108073577A CN 108073577 A CN108073577 A CN 108073577A CN 201610976491 A CN201610976491 A CN 201610976491A CN 108073577 A CN108073577 A CN 108073577A
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face
face picture
identification
successful match
identify
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张琳姝
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China Telecom Corp Ltd
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China Telecom Corp Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
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    • G06COMPUTING; CALCULATING OR COUNTING
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    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/26Government or public services
    • G06Q50/265Personal security, identity or safety

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Abstract

The invention discloses a kind of alarm methods and system based on recognition of face, are related to public technical field of security and protection, and method therein includes:Receive the identification request of terminal transmission, it would be desirable to which the face picture of identification is added in recognition of face storehouse, and determines identification geographic coverage based on geographical location information;The monitor video of the monitoring device acquisition in identification geographic coverage is obtained, processing is compared in the face picture identified with the needs in recognition of face storehouse;If facial video image and the face picture successful match for needing to identify, send warning message.The alarm method and system of the present invention, establish active trigger-type alarming method, it is determined by active upload face picture and location information and compares picture and identification geographic coverage, the monitor video for obtaining the monitoring device acquisition in the identification geographic coverage specified carries out recognition of face analysis, it is fast to compare speed, system resource has been saved, police strength can be reduced has paid and improves and seek human efficiency and success rate.

Description

A kind of alarm method and system based on recognition of face
Technical field
The present invention relates to public technical field of security and protection more particularly to a kind of alarm methods and system based on recognition of face.
Background technology
Recognition of face is a kind of biological identification technology that the facial feature information based on people carries out identification.With camera shooting Machine or camera acquisition image or video flowing containing face, and automatic detect and track face in the picture, and then to detection The face that arrives carries out a series of correlation techniques of face, usually also referred to as Identification of Images, face recognition.The video prison of security protection industry Control system is commercial system on a large scale, and at present, the structure of video monitoring recognition of face intelligent use is independent system, Its use principle is to build independent video monitoring recognition of face software and hardware system, gathers and establish extensive face database, Then face information is gathered in real time by the camera in video monitoring face identification system to compare with backstage face database, Finally provide comparison result.
But establish extensive face database needs and take a substantial amount of time and resource, and it is related to privacy of user problem, because This is only applicable to a small amount of special industry user such as public security, frontier inspection and uses.The scale of face database is huger, and the speed compared in real time is got over Slowly, while all video cameras all uninterrupted sampling faces are compared, and computing resource consumption is larger, and practical application scene is fewer, Also, only public security, the face information of camera acquisition in frontier inspection system can just be compared, existing quantity Pang in society Big front end camera is all consequently not used for face identification system.At present, abducted for children, children are missing, dysnoesia is old Year people wanders away, in view of police strength resource is limited, the missing 24 little Shi Hou police could formally put on record, and it is missing after horse Upper searching, success rate can increase many.Therefore, it is necessary to the front end cameras using the upper existing substantial amounts of society, improve Similar wander away occurs, the success rate of missing is carried out when events.
The content of the invention
In view of this, the invention solves a technical problem be to provide a kind of alarm method based on recognition of face and System.
According to an aspect of the present invention, a kind of alarm method based on recognition of face is provided, including:Receive terminal hair The identification request sent, wherein, identification request carries the face picture and geographical location information of identification in need;By institute Stating needs the face picture that identifies to be added in recognition of face storehouse, and determines based on the geographical location information to identify regional model It encloses;The monitor video of the monitoring device acquisition in the identification geographic coverage is obtained, the monitor video and the face are known Processing is compared in the face picture that needs in other storehouse identify;If facial video image in the monitor video with it is described The face picture successful match identified is needed, then sends warning message.
Optionally, the face picture that the monitor video is identified with the needs in the recognition of face storehouse compares Processing is included:It is positioned from the monitor video and extracts the facial video image;It is obtained from the recognition of face storehouse The face picture for needing to identify;The facial video image and the face picture for needing to identify are compared;Such as The similarity degree of facial video image described in fruit and the face picture for needing to identify has reached default similarity degree threshold value, Then determine the facial video image and the face picture successful match for needing to identify.
Optionally, the transmission warning message includes:Determine the video frame where the facial video image of successful match;It obtains The temporal information and monitoring device for making the video frame are enrolled, and determines the monitoring location information corresponding to the monitoring device; Generation warning message is simultaneously sent to terminal, wherein, the warning message includes:The temporal information, it is described monitoring location information, The facial video image of successful match, the face picture of successful match.
Optionally, the identification request also carries the reception regional information for receiving warning message and/or receives eventually Client information;It determines the corresponding reception regional information of face picture with successful match, is determined to thus reception regional information Whole terminals in territorial scope send the warning message;And/or the definite corresponding institute of face picture with successful match Reception end message is stated, the warning message is sent to the whole terminals determined by the reception end message;And/or to police Square alarm system sends the warning message.
Optionally, it is described to determine that identification geographic coverage includes based on the geographical location information:Obtain it is default identification away from From, by centered on the position that the geographical location information determines, using the identification distance be the region of radius as the knowledge Other geographic coverage.
Optionally, if the facial video image in the monitor video is matched into the face picture for needing to identify Work(then deletes the face picture of successful match from the recognition of face storehouse, and to the face figure for uploading the successful match The terminal of piece sends a notification message;Wherein, sending the identification by the monitor client being mounted in the terminal please It asks, the terminal includes:Mobile phone, tablet computer and PC.
According to another aspect of the present invention, a kind of alarm system based on recognition of face is provided, including:Request receives mould Block, for receiving the identification request of terminal transmission, wherein, the identification request carries the face figure of identification in need The face picture for needing to identify is added in recognition of face storehouse by piece and geographical location information;Discriminance analysis module, is used for Identification geographic coverage is determined based on the geographical location information, obtains the prison of the monitoring device acquisition in the identification geographic coverage Video is controlled, processing is compared with the face picture that the needs in the recognition of face storehouse identify in the monitor video;Alarm Sending module, if matched into for the facial video image in the monitor video with the face picture for needing to identify Work(then sends warning message.
Optionally, the discriminance analysis module, including:Image extraction unit, for being positioned simultaneously from the monitor video The facial video image is extracted, the face picture for needing to identify is obtained from the recognition of face storehouse;Image compares single Member, for the facial video image and the face picture for needing to identify to be compared, if the face video figure Picture and the similarity degree of the face picture for needing to identify have reached default similarity degree threshold value, it is determined that the face regards Frequency image and the face picture successful match for needing to identify.
Optionally, the alarm sending module is additionally operable to determine the video frame where the facial video image of successful match, The temporal information and monitoring device for recording the video frame are obtained, and determines the monitoring place letter corresponding to the monitoring device Breath generates warning message and is sent to terminal, wherein, the warning message includes:The temporal information, monitoring place letter Breath, the facial video image of successful match, the face picture of successful match.
Optionally, the identification request also carries the reception regional information for receiving warning message and/or receives eventually Client information;The alarm sending module is additionally operable to determine and the corresponding reception region letter of the face picture of successful match Breath, whole terminals into the territorial scope determined by the reception regional information send the warning message;And/or it determines It is all whole to being determined by the reception end message with the corresponding reception end message of the face picture of successful match End sends the warning message;And/or send the warning message to police's alarm system.
Optionally, the discriminance analysis module, including:Area determination unit, will be with for obtaining default identification distance Region centered on the position that the geographical location information determines, using the identification distance as radius identifies regional model as described It encloses.
Optionally, the discriminance analysis module, including:Image clean-up unit, if for the people in the monitor video Face video image and the face picture successful match for needing to identify, then know the face picture of successful match from the face It deletes in other storehouse, and sends a notification message to the terminal for the face picture for uploading the successful match;Wherein, by being mounted on It states the monitor client in terminal and sends the identification request, the terminal includes:Mobile phone, tablet computer and PC.
The alarm method and system based on recognition of face of the present invention, it is true by active upload face picture and location information Determine comparison picture and identification geographic coverage, obtain the monitor video of the monitoring device acquisition in the identification geographic coverage specified Carry out recognition of face analysis, it is with strong points, to compare speed fast, it police strength can be reduced pays and improves and seek human efficiency and successfully Rate.
Description of the drawings
It in order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing There is attached drawing needed in technology description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only Some embodiments of the present invention, for those of ordinary skill in the art, without having to pay creative labor, also Other attached drawings can be obtained according to these attached drawings.
Fig. 1 is the flow diagram according to one embodiment of the alarm method based on recognition of face of the present invention;
Fig. 2 is the module diagram according to one embodiment of the alarm system based on recognition of face of the present invention;
Fig. 3 is the discriminance analysis module in one embodiment according to the alarm system based on recognition of face of the present invention Module diagram.
Specific embodiment
The present invention is described more fully with reference to the accompanying drawings, wherein illustrating exemplary embodiment of the present invention.Under The attached drawing that face will be combined in the embodiment of the present invention, is clearly and completely described the technical solution in the embodiment of the present invention, shows So, described embodiment is only part of the embodiment of the present invention, instead of all the embodiments.Based on the reality in the present invention Apply example, those of ordinary skill in the art's all other embodiments obtained without making creative work all belong to In the scope of protection of the invention.Many descriptions are carried out to technical scheme with reference to each figure and embodiment.
Fig. 1 is according to the flow diagram of one embodiment of the alarm method based on recognition of face of the present invention, such as Fig. 1 It is shown:
Step 101, the identification request of terminal transmission is received, identification request carries the face of identification in need The information such as picture, geographical location information.Terminal includes mobile phone, tablet computer and PC etc., can be by the prison that is mounted in terminal It controls client and sends identification request.
For example, after finding that personnel are missing, open a terminal at once on monitor client, editor missing crew is clearly just Face photo and it is missing when geographical location information, and generate identification request, will carry clear full face and it is missing when Geographical location information identification request upload.
Step 102, it would be desirable to which the face picture of identification is added in recognition of face storehouse, which is set to one A independent sub- face database.Identification geographic coverage is determined based on geographical location information.
Identification geographic coverage can be determined in several ways.For example, default identification distance (as being 5 kilometers), it will be with Centered on the position that geographical location information determines, to identify (5 kilometers) regions for radius of distance as identification geographic coverage.Know Other distance can be configured according to specific demand, change.
Step 103, the monitor video of the monitoring device acquisition in identification geographic coverage is obtained, monitor video and face are known Processing is compared in the face picture that needs in other storehouse identify.
The video of all monitoring devices shooting in identification geographic coverage is obtained, monitoring device can be camera etc..The The video once obtained can be receive identification request before 2 it is small when, until monitoring device in present system time The video of recording if not comparing success, continuously obtains the video newly shot from monitoring device.It is positioned from monitor video And facial video image is extracted, the face picture for needing to identify is obtained from recognition of face storehouse, by facial video image and needs The face picture of identification is compared.
It is stored in that in recognition of face storehouse, to need the face picture that identifies that can have multiple, determines respectively for multiple need The identification geographic coverage for the face picture to be identified can sequentially or simultaneously obtain whole monitoring in multiple identification geographic coverages The monitor video of equipment acquisition is respectively compared multiple face pictures for needing to identify respectively.For example, it may be employed multi-thread Journey technology obtains the monitor video of whole monitoring devices acquisition in multiple identification geographic coverages respectively, and respectively to multiple needs The face picture of identification is compared respectively.
If the similarity degree for the face picture that facial video image and needs identify has reached default similarity degree threshold Value, it is determined that facial video image and the face picture successful match for needing to identify.For example, the entire scene graph every frame video As being encoded and extracting the human face region in video image, facial video image is generated, facial video image and face are known In other storehouse the face picture identified is needed to be compared, if it is determined that facial video image is similar with the face picture for needing to identify Degree is more than prespecified numerical value, then successful match.
Step 104, if the face picture successful match that the facial video image in monitor video is identified with needs, sends out Send warning message.
After successful match, the video frame where the facial video image of successful match is determined, obtain recorded video frame Temporal information and monitoring device, and determine the monitoring location information corresponding to monitoring device, generate warning message and be sent to end End, warning message include:Temporal information, monitoring location information, the facial video image of successful match, the face figure of successful match Piece etc..
Identification request, which can also carry, to be received the reception regional information of warning message, receives end message etc..Pass through The corresponding reception regional information of face picture with successful match is determined, to the territorial scope that thus reception regional information determines Interior whole terminals send warning message.Alternatively, determine the corresponding reception end message of face picture with successful match, to The whole terminals determined by reception end message send warning message.Can also be sent to the police alarm systems warning message or The people that person receives warning message can dial 110 etc..
Abducted for children, children are missing, dysnoesia the elderly wanders away, terminal uploads face picture And geographical location information, face picture is pushed in recognition of face storehouse, an effective blacklist is generated, according to geographical location Information determines the camera list in specified range, and the video of video camera recording is obtained just for the video camera in list, carries out Recognition of face intellectual analysis compares the face picture that picture is only limitted in recognition of face storehouse.If compared successfully, will compare into The face picture and alarm information pushing of work(are to the terminal in specified range.If facial video image in monitor video with The face picture successful match identified is needed, then is deleted the face picture of successful match from recognition of face storehouse, and to upload The terminal of the face picture of successful match sends a notification message.
The alarm method based on recognition of face in above-described embodiment establishes active trigger-type report based on face recognition technology Alarm method determines to compare picture and identifies geographic coverage, obtains identification ground by active upload face picture and location information The monitor video of monitoring device acquisition in the range of area carries out recognition of face analysis, and specific aim is very strong, it is fast to compare speed, saves significantly About system resource, comparison result can be pushed to all terminals in specified range, can be improved by the help of a large number of users Human efficiency and success rate are sought, police strength can be greatly reduced and pay and improve missing, grab and efficiency and the specific aim such as escape.
In one embodiment, as shown in Fig. 2, the present invention provides a kind of alarm system 20 based on recognition of face, including: Request receiving module 21, discriminance analysis module 22 and alarm sending module 23.Request receiving module 21 receives the body that terminal is sent Part identification request, identification request carry the face picture and geographical location information of identification in need, request receiving module 21 The face picture for needing to identify is added in recognition of face storehouse 24.
Discriminance analysis module 22 determines identification geographic coverage based on geographical location information, obtains the prison in identification geographic coverage The monitor video that equipment 25,26 gathers is controlled, the face picture that monitor video is identified with the needs in recognition of face storehouse is compared To processing.If the face picture successful match that the facial video image in monitor video is identified with needs, alarm send mould Block 23 sends warning message.Identification is sent by the monitor client being mounted in terminal 27,28 to ask, terminal includes: Mobile phone, tablet computer and PC etc..
Alarm sending module 23 determines the video frame where the facial video image of successful match, obtains recorded video frame Temporal information and monitoring device 25, and determine the monitoring location information corresponding to monitoring device 25, generate warning message and send To terminal 27,28, warning message includes:Temporal information, monitoring location information, successful match facial video image, matching into Face picture of work(etc..
Identification request, which also carries, to be received the reception regional information of warning message, receives end message.Alarm is sent Module 23 determines the corresponding reception regional information of face picture with successful match, to the region determined by reception regional information In the range of whole terminals send warning message, alternatively, alarm sending module 23 determine it is opposite with the face picture of successful match The reception end message answered sends warning message to the whole terminals determined by reception end message.Alarm sending module 23 Warning message can be sent to police's alarm system.
As shown in figure 3, discriminance analysis module 22 includes:Image extraction unit 221, image comparing unit 222, region determine Unit 223 and image clean-up unit 224.Image extraction unit 221 positions from monitor video and extracts facial video image, from The face picture for needing to identify is obtained in recognition of face storehouse 24.Image comparing unit 222 is by facial video image and needs to identify Face picture be compared, if facial video image and the similarity degree of face picture identified is needed to reach default Similarity degree threshold value, it is determined that facial video image and the face picture successful match for needing to identify.
Area determination unit 223 obtains default identification distance, by centered on the position that geographical location information determines, with Identification distance is used as identification geographic coverage for the region of radius.What if the facial video image in monitor video was identified with needs Face picture successful match, then image clean-up unit 224 face picture of successful match is deleted from recognition of face storehouse, and to The terminal for uploading the face picture of successful match sends a notification message.
The alarm method and system based on recognition of face in above-described embodiment is established based on face recognition technology and actively touched Hairdo alarm method is determined by active upload face picture and location information and compares picture and identification geographic coverage, obtained The monitor video of monitoring device acquisition in the fixed identification geographic coverage of fetching carries out recognition of face analysis, and specific aim is very strong, ratio It is fast to speed, system resource is greatly saved, comparison result can be pushed to all terminals in specified range, can be by a large amount of The help of user, so as to improve missing, grab and escape, search the efficiency and specific aim of vehicle, the police criminal detections case such as similar burglary Suspect's tracking of part also can greatly reduce police strength expenditure by the alarm method and system based on recognition of face of the present invention And it improves and seeks human efficiency and success rate.
The method and system of the present invention may be achieved in many ways.For example, can by software, hardware, firmware or Software, hardware, firmware any combinations come realize the present invention method and system.The said sequence of the step of for method is only In order to illustrate, the step of method of the invention, is not limited to order described in detail above, especially says unless otherwise It is bright.In addition, in some embodiments, the present invention can be also embodied as recording program in the recording medium, these programs include It is used to implement the machine readable instructions of the method according to the invention.Thus, the present invention also covering storage is for execution according to this hair The recording medium of the program of bright method.
Description of the invention provides for the sake of example and description, and is not exhaustively or by the present invention It is limited to disclosed form.Many modifications and variations are obvious for the ordinary skill in the art.It selects and retouches It states embodiment and is to more preferably illustrate the principle of the present invention and practical application, and those of ordinary skill in the art is enable to manage The present invention is solved so as to design the various embodiments with various modifications suitable for special-purpose.

Claims (12)

1. a kind of alarm method based on recognition of face, which is characterized in that including:
The identification request of terminal transmission is received, wherein, the identification request carries the face figure of identification in need Piece and geographical location information;
The face picture for needing to identify is added in recognition of face storehouse, and determines to identify based on the geographical location information Geographic coverage;
The monitor video of the monitoring device acquisition in the identification geographic coverage is obtained, the monitor video and the face are known Processing is compared in the face picture that needs in other storehouse identify;
If facial video image and the face picture successful match for needing to identify in the monitor video, send report Alert information.
2. the method as described in claim 1, which is characterized in that it is described will be in the monitor video and the recognition of face storehouse Needing the face picture identified that processing is compared includes:
It is positioned from the monitor video and extracts the facial video image;
The face picture for needing to identify is obtained from the recognition of face storehouse;
The facial video image and the face picture for needing to identify are compared;
If the similarity degree of the facial video image and the face picture for needing to identify has reached default similar journey Spend threshold value, it is determined that the facial video image and the face picture successful match for needing to identify.
3. method as claimed in claim 2, which is characterized in that the transmission warning message includes:
Determine the video frame where the facial video image of successful match;
The temporal information and monitoring device for recording the video frame are obtained, and determines the monitoring place corresponding to the monitoring device Information;
Generation warning message is simultaneously sent to terminal, wherein, the warning message includes:The temporal information, the monitoring place Information, the facial video image of successful match, the face picture of successful match.
4. method as claimed in claim 3, which is characterized in that the identification request, which also carries, receives warning message It receives regional information and/or receives end message;
The corresponding reception regional information of face picture with successful match is determined, to the region that thus reception regional information determines In the range of whole terminals send the warning message;And/or
It determines the corresponding reception end message of face picture with successful match, is determined to by the reception end message Whole terminals send the warning message;And/or
The warning message is sent to police's alarm system.
5. such as Claims 1-4 any one of them method, which is characterized in that described to be determined based on the geographical location information Identification geographic coverage includes:
Obtain default identification distance, by centered on the position that the geographical location information determines, using it is described identification distance as The region of radius is as the identification geographic coverage.
6. such as Claims 1-4 any one of them method, which is characterized in that further include:
If facial video image and the face picture successful match for needing to identify in the monitor video, will matching Successful face picture is deleted from the recognition of face storehouse, and is sent to the terminal for the face picture for uploading the successful match Notification message;
Wherein, send the identification by the monitor client being mounted in the terminal to ask, the terminal includes:Hand Machine, tablet computer and PC.
7. a kind of alarm system based on recognition of face, which is characterized in that including:
Request receiving module, for receiving the identification request of terminal transmission, wherein, the identification request is carried and needed The face picture for needing to identify is added in recognition of face storehouse by the face picture and geographical location information to be identified;
Discriminance analysis module for determining identification geographic coverage based on the geographical location information, obtains the regional model of the identification The monitor video of monitoring device acquisition in enclosing, the face that the needs in the monitor video and the recognition of face storehouse are identified Processing is compared in picture;
Alarm sending module, if for the facial video image in the monitor video and the face picture for needing to identify Successful match then sends warning message.
8. system as claimed in claim 7, which is characterized in that
The discriminance analysis module, including:
Image extraction unit for the facial video image to be positioned and extracted from the monitor video, is known from the face The face picture for needing to identify is obtained in other storehouse;
Image comparing unit, for the facial video image and the face picture for needing to identify to be compared, if The similarity degree of the facial video image and the face picture for needing to identify has reached default similarity degree threshold value, then Determine the facial video image and the face picture successful match for needing to identify.
9. system as claimed in claim 8, which is characterized in that
The alarm sending module is additionally operable to determine the video frame where the facial video image of successful match, obtains and record institute The temporal information and monitoring device of video frame are stated, and determines the monitoring location information corresponding to the monitoring device, generation alarm Information is simultaneously sent to terminal, wherein, the warning message includes:The temporal information, the monitoring location information, successful match Facial video image, the face picture of successful match.
10. system as claimed in claim 9, which is characterized in that the identification request also carries reception warning message Reception regional information and/or receive end message;
The alarm sending module is additionally operable to determine the corresponding reception regional information of face picture with successful match, Whole terminals into the territorial scope determined by the reception regional information send the warning message;And/or determine with With the corresponding reception end message of successful face picture, sent out to the whole terminals determined by the reception end message Send the warning message;And/or send the warning message to police's alarm system.
11. such as claim 7 to 10 any one of them system, which is characterized in that
The discriminance analysis module, including:
Area determination unit, for obtaining default identification distance, by centered on the position that the geographical location information determines, It is the region of radius as the identification geographic coverage using the identification distance.
12. such as claim 7 to 10 any one of them system, which is characterized in that
The discriminance analysis module, including:
Image clean-up unit, if for the facial video image in the monitor video and the face picture for needing to identify Successful match then deletes the face picture of successful match from the recognition of face storehouse, and to uploading the successful match The terminal of face picture sends a notification message;
Wherein, send the identification by the monitor client being mounted in the terminal to ask, the terminal includes:Hand Machine, tablet computer and PC.
CN201610976491.2A 2016-11-08 2016-11-08 A kind of alarm method and system based on recognition of face Pending CN108073577A (en)

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CN108960205A (en) * 2018-08-06 2018-12-07 广州开瑞信息科技有限公司 A kind of Intelligent human-face recognition methods and system
CN109389793A (en) * 2018-10-16 2019-02-26 深圳众宝城贸易有限公司 A kind of super anti-theft monitoring system of quotient
CN109583426A (en) * 2018-12-23 2019-04-05 广东腾晟信息科技有限公司 A method of according to image identification face
CN109637079A (en) * 2018-12-03 2019-04-16 郑州云海信息技术有限公司 A kind of child custody method and system based on cloud computing
CN109784177A (en) * 2018-12-14 2019-05-21 深圳壹账通智能科技有限公司 Missing crew's method for rapidly positioning, device and medium based on images match
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CN110245568A (en) * 2019-05-15 2019-09-17 特斯联(北京)科技有限公司 A kind of region safety protection method and system based on recognition of face
CN110490037A (en) * 2019-05-30 2019-11-22 福建知鱼科技有限公司 A kind of face recognition system
CN110232799A (en) * 2019-06-24 2019-09-13 秒针信息技术有限公司 The method and device of pursuing missing object
CN110519556A (en) * 2019-07-09 2019-11-29 杭州亿圣信息技术有限公司 A kind of method that electricity encloses base station Yu video detection target association
CN110598602A (en) * 2019-08-29 2019-12-20 恒大智慧科技有限公司 Scenic spot person searching management method and system and storage medium
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CN111400520A (en) * 2020-02-26 2020-07-10 北京沃东天骏信息技术有限公司 Construction method of face recognition library, face payment method, device and system
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CN111429709A (en) * 2020-04-29 2020-07-17 广东佳视通高新科技有限公司 Face recognition key personnel information screening system
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