CN108830975A - A kind of Intelligent human-face identification gate control system and control method - Google Patents

A kind of Intelligent human-face identification gate control system and control method Download PDF

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Publication number
CN108830975A
CN108830975A CN201810395985.0A CN201810395985A CN108830975A CN 108830975 A CN108830975 A CN 108830975A CN 201810395985 A CN201810395985 A CN 201810395985A CN 108830975 A CN108830975 A CN 108830975A
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China
Prior art keywords
module
information
personnel
identity
card
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Pending
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CN201810395985.0A
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Chinese (zh)
Inventor
李玉
陈红梅
范叶平
杨德胜
郭瑞祥
马冬
尚守卫
李翔宇
张地
操李节
刘小明
汤晓君
赵林
孙奉林
郭政
汪鹏
周盼
张锐
钱婧
张子珩
郑娟
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
State Grid Information and Telecommunication Co Ltd
Anhui Jiyuan Software Co Ltd
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State Grid Information and Telecommunication Co Ltd
Anhui Jiyuan Software Co Ltd
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Application filed by State Grid Information and Telecommunication Co Ltd, Anhui Jiyuan Software Co Ltd filed Critical State Grid Information and Telecommunication Co Ltd
Priority to CN201810395985.0A priority Critical patent/CN108830975A/en
Publication of CN108830975A publication Critical patent/CN108830975A/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07CTIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C9/00Individual registration on entry or exit
    • G07C9/20Individual registration on entry or exit involving the use of a pass
    • G07C9/22Individual registration on entry or exit involving the use of a pass in combination with an identity check of the pass holder
    • G07C9/25Individual registration on entry or exit involving the use of a pass in combination with an identity check of the pass holder using biometric data, e.g. fingerprints, iris scans or voice recognition
    • G07C9/257Individual registration on entry or exit involving the use of a pass in combination with an identity check of the pass holder using biometric data, e.g. fingerprints, iris scans or voice recognition electronically
    • 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
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/161Detection; Localisation; Normalisation
    • G06V40/166Detection; Localisation; Normalisation using acquisition arrangements
    • 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
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/172Classification, e.g. identification
    • 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
    • G06V40/40Spoof detection, e.g. liveness detection
    • G06V40/45Detection of the body part being alive
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07CTIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C9/00Individual registration on entry or exit
    • G07C9/00174Electronically operated locks; Circuits therefor; Nonmechanical keys therefor, e.g. passive or active electrical keys or other data carriers without mechanical keys
    • G07C9/00563Electronically operated locks; Circuits therefor; Nonmechanical keys therefor, e.g. passive or active electrical keys or other data carriers without mechanical keys using personal physical data of the operator, e.g. finger prints, retinal images, voicepatterns
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07CTIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C9/00Individual registration on entry or exit
    • G07C9/00174Electronically operated locks; Circuits therefor; Nonmechanical keys therefor, e.g. passive or active electrical keys or other data carriers without mechanical keys
    • G07C9/00571Electronically operated locks; Circuits therefor; Nonmechanical keys therefor, e.g. passive or active electrical keys or other data carriers without mechanical keys operated by interacting with a central unit
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07CTIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C9/00Individual registration on entry or exit
    • G07C9/20Individual registration on entry or exit involving the use of a pass
    • G07C9/27Individual registration on entry or exit involving the use of a pass with central registration
    • 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
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/179Human faces, e.g. facial parts, sketches or expressions metadata assisted face recognition

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Human Computer Interaction (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Collating Specific Patterns (AREA)

Abstract

The present invention relates to a kind of Intelligent human-face identification gate control system and control methods, including identity information acquisition module, server module, access controller module, communication module and voice cue module;The identity information acquisition module is connect by communication module with server module, access controller module and voice cue module, and for acquiring the identity information of personnel to be certified, the identity information includes facial image information and ID card information;The server module judges for receiving the identity information, and to personnel identity;The access controller module, for receiving server module signal and access control system;The voice cue module, for receiving server module signal and carrying out audio alert and voice prompting.The present invention can fully achieve the intelligence of access control system, without the participation of personnel, greatly reduce human resources, improve the safety at gate inhibition.

Description

A kind of Intelligent human-face identification gate control system and control method
Technical field
The present invention relates to the technical fields of gate inhibition's security protection, and in particular to a kind of Intelligent human-face identification gate control system and controlling party Method.
Background technique
With the development of economy and society, safety precaution, which becomes, works as previous important social concern.It is currently commonplace to make Access control system mainly has video gate inhibition, password access, radio frequency gate inhibition and fingerprint access control etc..Wherein, video gate inhibition is Video information is simply sent to user, identity is not identified when user is absent from the scene;Password access is easy to forget there are password Note, and it is easy the risk cracked;Radio frequency gate inhibition is then " recognize card and do not recognize people ", equally exists and is easily lost and easily by other people The shortcomings that usurping;In addition, the security risk of fingerprint access control is then high to environmental requirements such as humidity, the cleannes of finger and fingerprint holds Transreplication.Therefore, the above-mentioned access control system provided in the prior art has that safety is lower.In conclusion how A kind of higher access control system of safety is provided and corresponds to technical solution, is a problem to be solved by those skilled in the art.
Summary of the invention
The purpose of the present invention is to provide a kind of Intelligent human-face identification gate control system and control methods, can overcome illumination It influences, accurately identifies visitor's identity, improve the intelligence and safety of gate inhibition.
To achieve the above object, the invention adopts the following technical scheme:
A kind of Intelligent human-face identification gate control system, including identity information acquisition module, server module, access controller module, Communication module and voice cue module:
The identity information acquisition module passes through communication module and server module, access controller module and voice cue module Connection, for acquiring the identity information of personnel to be certified, the identity information includes facial image information and ID card information;
The server module judges for receiving the identity information, and to personnel identity;
The access controller module, for receiving server module signal and access control system;
The voice cue module, for receiving server module signal and carrying out audio alert and voice prompting.
Further, the identity information acquisition module includes face information acquisition module and authentication information acquisition mould Block;The face information acquisition module, for acquiring the facial image information of personnel to be certified;The ID card information acquires mould Block, for acquiring the ID card No. and identity card facial image information of personnel to be certified.
Further, the server module includes identity information memory module and ID card information authentication module;It is described Identity information memory module, for storing personnel's registration information, personnel's registration information include accredited personnel facial information, ID card information, post information, phone number and parameters for authentication;The ID card information authentication module, being used for will be received The identity information of personnel to be certified and registered personnel's facial image information in identity card memory module and the Ministry of Public Security whole nation ID card information in resident information library compares, and determines personnel identity.
Further, the ID card information authentication module includes local authentication module, remote authentication module and living body inspection Survey module;The local authentication module for will regard as employee by the personnel of judgement, and obtains identity information memory module In the corresponding post information of the employee;The remote authentication module, for visitor will not regarded as by the personnel determined, And after visitor being registered to identity information memory module, authentication is carried out by local authentication module;Shown In vivo detection Module connects identity information acquisition module and voice cue module by communication module, wants for providing to unregistered visitor The contact method of visit personnel.
A kind of implementation method of Intelligent human-face identification gate control system, includes the following steps:
(1)The facial image information and staff's registration information of personnel to be certified are obtained, which includes face letter Breath, ID card information, post information, phone number and parameters for authentication;
(2)The facial image information of personnel to be certified is compared with accredited personnel's facial image information, if comparing unanimously, Then it is determined as employee, and obtains the corresponding post information of the employee, and execute step(5);It is visitor if inconsistent, executes Step(3);
(3)The facial image information of personnel to be certified is compared with personnel's facial image information of caching, if comparing consistent Then carry out step(4), step is carried out if inconsistent(6);
(4)The personnel identity to be certified card number and identity card facial information obtained, and by personnel identity to be certified card number and Identity card facial information is compared with the ID card information in Ministry of Public Security's national residents identity information library, if compare it is consistent if into Row step(5), step is carried out if inconsistent(6);
(5)Audit judgement is carried out to the employee according to the staff job information of acquisition, by In vivo detection module send with The string number or word of machine, require simultaneously unregistered visitor the phone number for providing personnel to be visited, and comparison is done dynamic Whether make track consistent with the action command that sends at random;
(6)According to comparison result, access control switch gate simultaneously carries out audio alert and voice prompting.
Further, the facial information in staff's registration information can be updated after each certification passes through.
Further, the step(6)It further include that when the authentication fails, electric control lock does not open the door, while playing and unsuccessfully prompting Sound saves employee's facial image information, and can be decided in its sole discretion after being alarmed or staff, administrator being notified to check whether Opening the door to send opening signal to access controller manually.
As shown from the above technical solution, the present invention can fully achieve the intelligence of access control system, without the participation of personnel, Greatly reduce human resources.The present invention, which can allow, to be had permission into the crowd at gate inhibition without swiping the card, inputting password or referring to Line identification etc. operation, only need to by photographic device carry out personnel facial image information acquire, with registered personnel(Such as member Work)Identity information be compared by rear, judge to be true man and non-photograph or video counterfeit, and voice prompting " member Work passes through ", while access controller control electric control lock opens the door, and improves the safety at gate inhibition.
Detailed description of the invention
Fig. 1 is system diagram of the invention;
Fig. 2 is flow chart of the method for the present invention.
Specific embodiment
The present invention will be further described with reference to the accompanying drawing:
As shown in Figure 1, a kind of Intelligent human-face identification gate control system of the present embodiment includes identity information acquisition module, server mould Block, access controller module, communication module and voice cue module:
Identity information acquisition module connects server module, access controller module, voice cue module by communication module, should Identity information acquisition module includes face information acquisition module and authentication information acquisition module;
Face information acquisition module is made of photographic device, for according to preset human face posture rule and illumination condition from described The width facial image information that personnel to be certified are acquired in photographic device, during actual acquisition, face information acquisition module Several facial image informations, selection front and the optimal facial image information of clarity can be absorbed from photographic device, when When photographic device absorbs several facial image informations and is unsatisfactory for preset human face posture rule and illumination condition, according to preset rules It carries out pitching angular transformation and/or rotates left and right the pretreatment such as angular transformation and illumination compensation, select rotation angle and clarity Optimal one facial picture is sent to the personnel again when that can not obtain a width facial image information from picture pick-up device Stochastic and dynamic instruction, and reuptake facial image information;ID card information acquisition module is made of reader device, for acquiring ID card No. and identity card facial image information.
Server module judges for receiving the identity information, and to personnel identity;Access controller module, For receiving server module signal and access control system;Voice cue module is gone forward side by side for receiving server module signal Row audio alert and voice prompting.The received personnel's facial image information of the server module passes through local authentication module and identity Registered personnel's facial image information judge whether consistent in information storage module, if inconsistent, compares received people Whether member's face-image is consistent with identity card facial information, if inconsistent, authentification failure, if unanimously, passing through remote authentication Received personnel identity is demonstrate,proved identity card in number and identity card facial information and Ministry of Public Security's national residents identity information library by module Information judge whether unanimously, if inconsistent, authentification failure, if unanimously, obtaining personnel's root by In vivo detection module The movement locus done according to action command, whether the done movement locus of judgement and the action command sent at random are consistent, if Unanimously, then certification passes through, on the contrary then authentification failure.
When personnel's certification that access controller module and voice cue module are used to regard as employee passes through, receive by servicing The signal that device module is sent, electric control lock opens the door, while playing " employee passes through " prompt tone.Lead to when the personnel for regarding as visitor authenticate It is out-of-date, the signal sent by server module is received, electric control lock opens the door, while playing " arrival of a guest " prompt tone, and by logical It includes visitor's identity information and the short message of visiting time to by the mobile phone of visit personnel that letter module, which is sent,.
Server module, including identity information memory module and identity information authentication module;Identity information memory module is used In storage personnel's registration information, personnel's registration information include the facial information of accredited personnel, ID card information, post information, Phone number and parameters for authentication etc.;Accredited personnel for the daily change for adapting to personnel's appearance, in identity information memory module Facial information can be updated after each certification passes through.
Identity information authentication module includes local authentication module, remote authentication module and In vivo detection module;The local is recognized Card module is for will regard as employee by the personnel to be measured of judgement, and it is corresponding to obtain the employee in identity information memory module Post information, if visitor, then change is determined as visitor.Remote authentication module by the personnel of judgement for will be regarded as Visitor, and after " visitor " being registered to identity information memory module, pass through local authentication module and carries out authentication.Living body inspection It surveys module and identity information acquisition module and voice cue module is connected by communication module, action command is that randomness is stronger, hands over Mutually simpler lip reading movement, needs personnel to be measured to read the string number or word provided at random, and require unregistered visitor same When provide the phone number of personnel to be visited.
As shown in Fig. 2, a kind of control method of Intelligent human-face identification gate control system of the present embodiment, includes the following steps:
S1:The facial image information for being obtained personnel to be certified using photographic device by face information acquisition module first, is led to Registered personnel personnel in local authentication module and identity information memory module are crossed to register, the registration information include facial information, ID card information, post information, phone number and parameters for authentication etc.;
S2:The facial image information of personnel to be certified is compared with accredited personnel's facial image information, if comparing one It causes, is then determined as employee, and obtain the corresponding post information of the employee, and execute step S5;It is visitor if inconsistent, holds Row step S3;
S3:The facial image information of personnel to be certified is compared with personnel's facial image information of caching, if comparing consistent Step S4 is then carried out, step S6 is carried out if inconsistent;
S4:Number and identity card facial information are demonstrate,proved by the personnel identity to be certified that ID card information acquisition module harvest takes, and Personnel identity to be certified is demonstrate,proved the identity card in number and identity card facial information and Ministry of Public Security's national residents identity information library to believe Breath is compared, and personnel's facial image information by being cached in local authentication module and identity information memory module into Row compares, and step S5 is carried out if comparing unanimously, if inconsistent carry out step S6;
S5:Audit judgement is carried out to the employee according to the staff job information of acquisition(Employee or visitor), pass through living body Detection module sends random string number or word, requires unregistered visitor the cell-phone number for providing personnel to be visited simultaneously Whether code, the done movement locus of comparison and the action command sent at random are consistent;
S6:According to comparison result, access control switch gate simultaneously carries out audio alert and voice prompting.When personnel's certification of visitor is logical Out-of-date, access controller module receives the signal sent by server module, and electric control lock opens the door, while playing " arrival of a guest " and mentioning Show sound, and sending includes visitor's identity information and the short message of visiting time to by the mobile phone of visit personnel.When regarding as employee Personnel's certification when passing through, receive the signal sent by server module, electric control lock opens the door, while playing " employee passes through " prompt Sound.
The electric control lock door-opening mode include regard as visitor personnel certification by when default electric control lock open the door;By visit people Member can decide whether to receive to come to visit by mobile phone, if receiving, electric control lock opens the door, and otherwise electric control lock does not open the door, and notifies work Personnel are handled.When the authentication fails, access controller module receives the signal sent by server module, and electric control lock is not opened Door, while " having invasion " prompt tone is played, and the facial image information is saved by server module, alarmed or notified work Make personnel, administrator can decide in its sole discretion after checking and whether open the door, and administrator can send the letter that opens the door to access controller module manually Number.
Embodiment described above only describe the preferred embodiments of the invention, not to model of the invention It encloses and is defined, without departing from the spirit of the design of the present invention, those of ordinary skill in the art are to technical side of the invention The various changes and improvements that case is made should all be fallen into the protection scope that claims of the present invention determines.

Claims (7)

1. a kind of Intelligent human-face identification gate control system, it is characterised in that:Including identity information acquisition module, server module, door Prohibit controller module, communication module and voice cue module:
The identity information acquisition module passes through communication module and server module, access controller module and voice cue module Connection, for acquiring the identity information of personnel to be certified, the identity information includes facial image information and ID card information;
The server module judges for receiving the identity information, and to personnel identity;
The access controller module, for receiving server module signal and access control system;
The voice cue module, for receiving server module signal and carrying out audio alert and voice prompting.
2. Intelligent human-face identification gate control system according to claim 1, it is characterised in that:The identity information acquisition module Including face information acquisition module and authentication information acquisition module;
The face information acquisition module, for acquiring the facial image information of personnel to be certified;
The ID card information acquisition module, for acquiring the ID card No. and identity card face-image letter of personnel to be certified Breath.
3. Intelligent human-face identification gate control system according to claim 1, it is characterised in that:The server module includes body Part information storage module and ID card information authentication module;
The identity information memory module, for storing personnel's registration information, personnel's registration information includes accredited personnel's Facial information, ID card information, post information, phone number and parameters for authentication;
The ID card information authentication module, for will be in the identity information of received personnel to be certified and identity card memory module Registered personnel's facial image information and Ministry of Public Security's national residents information bank in ID card information compare, determine people Member's identity.
4. Intelligent human-face identification gate control system according to claim 3, it is characterised in that:The ID card information authenticates mould Block includes local authentication module, remote authentication module and In vivo detection module;
The local authentication module for will regard as employee by the personnel of judgement, and obtains in identity information memory module The corresponding post information of the employee;
Visitor for that will not regard as visitor by the personnel determined, and can be registered to body by the remote authentication module After part information storage module, passes through local authentication module and carry out authentication;
Shown In vivo detection module connects identity information acquisition module and voice cue module by communication module, for not The visitor of registration provides the contact method of personnel to be visited.
5. a kind of control method of Intelligent human-face identification gate control system, which is characterized in that include the following steps:
(1)The facial image information and staff's registration information of personnel to be certified are obtained, which includes face letter Breath, ID card information, post information, phone number and parameters for authentication;
(2)The facial image information of personnel to be certified is compared with accredited personnel's facial image information, if comparing unanimously, Then it is determined as employee, and obtains the corresponding post information of the employee, and execute step(5);It is visitor if inconsistent, executes Step(3);
(3)The facial image information of personnel to be certified is compared with personnel's facial image information of caching, if comparing consistent Then carry out step(4), step is carried out if inconsistent(6);
(4)The personnel identity to be certified card number and identity card facial information obtained, and by personnel identity to be certified card number and Identity card facial information is compared with the ID card information in Ministry of Public Security's national residents identity information library, if compare it is consistent if into Row step(5), step is carried out if inconsistent(6);
(5)Audit judgement is carried out to the employee according to the staff job information of acquisition, by In vivo detection module send with The string number or word of machine, require simultaneously unregistered visitor the phone number for providing personnel to be visited, and comparison is done dynamic Whether make track consistent with the action command that sends at random;
(6)According to comparison result, access control switch gate simultaneously carries out audio alert and voice prompting.
6. the control method of Intelligent human-face identification gate control system according to claim 5, it is characterised in that:The work people Facial information in member's registration information can be updated after each certification passes through.
7. the control method of Intelligent human-face identification gate control system according to claim 5, it is characterised in that:The step (6)Further include that when the authentication fails, electric control lock does not open the door, while playing unsuccessfully prompt tone, save employee's facial image information, And it can decide in its sole discretion whether to open the door after being alarmed or staff, administrator being notified to check and also be sent out manually to access controller Send opening signal.
CN201810395985.0A 2018-04-27 2018-04-27 A kind of Intelligent human-face identification gate control system and control method Pending CN108830975A (en)

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Cited By (20)

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CN109493496A (en) * 2018-12-25 2019-03-19 河北微幼趣教育科技有限公司 Intelligent access control system
CN109859370A (en) * 2019-04-01 2019-06-07 苑小军 A kind of intelligent doorbell control system and control method
CN109903445A (en) * 2019-03-29 2019-06-18 深圳市威富视界有限公司 Smart lock and its control method
CN109919091A (en) * 2019-03-06 2019-06-21 广州佳都数据服务有限公司 Face safety inspection method, device and electronic equipment based on dynamic white list
CN110047186A (en) * 2019-04-25 2019-07-23 广州朋宗科技有限公司 A kind of access control system
CN110300116A (en) * 2019-07-05 2019-10-01 北京贝思科技术有限公司 User registering method and system
CN110298246A (en) * 2019-05-22 2019-10-01 深圳壹账通智能科技有限公司 Unlocking verification method, device, computer equipment and storage medium
CN110647797A (en) * 2019-08-05 2020-01-03 深圳市大拿科技有限公司 Visitor detection method and device
CN110766833A (en) * 2019-10-17 2020-02-07 广州微证互联网有限公司 Intelligent door lock and control method thereof
CN110796776A (en) * 2019-12-13 2020-02-14 弘视(厦门)智能科技有限公司 Intelligent access control system and control method thereof
CN110992553A (en) * 2019-12-05 2020-04-10 电子科技大学中山学院 Access control system with face recognition function and use method
CN111063059A (en) * 2019-07-29 2020-04-24 上海岚孜网络科技有限公司 Access control system based on face recognition
CN111091642A (en) * 2019-12-31 2020-05-01 航天信息股份有限公司 Intelligent security system and working method thereof
CN111435558A (en) * 2018-12-26 2020-07-21 杭州萤石软件有限公司 Identity authentication method and device based on biological characteristic multi-mode image
CN111845756A (en) * 2019-04-03 2020-10-30 上海博泰悦臻网络技术服务有限公司 Vehicle control method, vehicle machine and vehicle
CN111899401A (en) * 2020-06-23 2020-11-06 深圳市前海小微蜂信息科技有限公司 Intelligent visitor registration management system
CN113128896A (en) * 2021-04-29 2021-07-16 重庆文理学院 Intelligent workshop management system and method based on Internet of things
CN113221672A (en) * 2021-04-22 2021-08-06 国网安徽省电力有限公司 A facial recognition equipment for electric power instrument storehouse
CN113409507A (en) * 2021-06-15 2021-09-17 深圳市纽贝尔电子有限公司 Control method based on face recognition
CN113793441A (en) * 2021-11-17 2021-12-14 兰和科技(深圳)有限公司 Campus visitor safety analysis system based on thing networking

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