CN105844247A - Bi-camera cabinet machine and face recognition and second-generation ID card identification system - Google Patents

Bi-camera cabinet machine and face recognition and second-generation ID card identification system Download PDF

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Publication number
CN105844247A
CN105844247A CN201610178518.3A CN201610178518A CN105844247A CN 105844247 A CN105844247 A CN 105844247A CN 201610178518 A CN201610178518 A CN 201610178518A CN 105844247 A CN105844247 A CN 105844247A
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China
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face
module
air conditioner
type air
cabinet
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CN201610178518.3A
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尚凌辉
胥磊
杨小红
马海华
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Hangzhou Hp Banking Information Service Co Ltd
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Hangzhou Hp Banking Information Service Co Ltd
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Priority to CN201610178518.3A priority Critical patent/CN105844247A/en
Publication of CN105844247A publication Critical patent/CN105844247A/en
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    • 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
    • G06KGRAPHICAL DATA READING; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K7/00Methods or arrangements for sensing record carriers, e.g. for reading patterns
    • G06K7/10Methods or arrangements for sensing record carriers, e.g. for reading patterns by electromagnetic radiation, e.g. optical sensing; by corpuscular radiation
    • 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

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Human Computer Interaction (AREA)
  • Multimedia (AREA)
  • Electromagnetism (AREA)
  • Toxicology (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Credit Cards Or The Like (AREA)
  • Collating Specific Patterns (AREA)

Abstract

The invention discloses a bi-camera cabinet machine and face recognition and second-generation ID card identification system which comprises bi-camera cabinet machine hardware and a face recognition and second-generation ID card identification software system. The bi-camera cabinet machine hardware device mainly comprises an LCD, a touch screen, cameras, a second-generation ID card module, a printer, sound equipment and a built-in PC, and the face recognition and second-generation ID card identification system mainly comprises a second-generation ID identifying module, a face detection module, a face recognition module, a manual verification module, a smart audio broadcasting module and a printing module. The bi-camera cabinet machine and face recognition and second-generation ID card identification system detects the legality of the ID card of a user through the second-generation ID card hardware reading module, and the head portrait stored in the ID card is compared with the head portrait, of the user, shot on a real-time basis to prevent fraud activities of the user by using the ID card of another person. Other proven files during a user identity verification process are not needed, and face biological characteristics are used for verification.

Description

The dual camera cabinet-type air conditioner testimony of a witness identifies system
Technical field
The invention belongs to the recognition of face in living things feature recognition and Certification of Second Generation identification technical field, relate to a kind of double shooting The head cabinet-type air conditioner testimony of a witness identifies system.
Background technology
Recognition of face, refers in particular to utilize the computer technology of com-parison and analysis.Recognition of face is a popular computer technology Research field, it belongs to biometrics identification technology, is that the biological characteristic to organism (typically refering in particular to people) itself is to distinguish life Object is individual.
Face recognition technology is face feature based on people, facial image or the video flowing to input. first determine whether Whether it exists face, if there is face, the most further provides the position of each face, size and each major facial device The positional information of official.And according to these information, extract the identity characteristic contained in each face further, and by it with known Face contrast, thus identify the identity of each face.
The actual a series of correlation techniques including building face identification system of the recognition of face of broad sense, adopt including facial image Collection, Face detection, recognition of face pretreatment, identity validation and identity finder etc.;And the recognition of face of narrow sense refers in particular to pass through people Face carries out identity validation or the technology of identity finder or system.
Certification of Second Generation identification technology refers in particular to, by noncontact reading manner, utilize the Special safety module that the Ministry of Public Security customizes, will The built-in chip information such as word in No.2 residence card, digital compression photograph read and decode.
Most products is all only to employ one of both the above technology to carry out authentication the most on the market.The first It is based entirely on the biological characteristic of face to do identification.Face is stored, by photographic head when of checking next time when of registration The face alignment of storage when the face of shooting and registration.The second is based entirely on identity card that natural person holds to identify identity. Both schemes have the place of deficiency.The first can only be used for proving " you are you ", does not identifies " who are you ".And second Plant and but can only prove whom the information on identity card is, and not can prove that the people holding identity card is exactly the people that identity card is identified, Namely " who is who ".
Summary of the invention
It is an object of the invention to achieve a kind of based on recognition of face with the dual camera cabinet-type air conditioner of Certification of Second Generation identification technology The testimony of a witness identifies system.The face that can read the information stored in secondary identity and photographic head shooting is compared, and reaches to identify The purpose of identity.
Technical scheme: the present invention is made up of dual camera cabinet-type air conditioner hardware and testimony of a witness recognition software system.
Dual camera cabinet-type air conditioner hardware device mainly by liquid crystal display, touch screen, photographic head, Certification of Second Generation read module, is beaten Print machine, sound equipment and built-in PC main frame composition.
Described liquid crystal display and touch screen a size of 17-22 cun, cabinet-type air conditioner uses touch operation pattern.
Described photographic head uses Logitech HD Webcam C270, and resolution selects 640 × 480, and using should Equipment captures face.
Described Certification of Second Generation read module uses China's rising sun gold card No.2 residence card to read (checking) facility HX-FDX3 S, uses this equipment to read the identity Word message and photo stored inside Certification of Second Generation.
Described printer uses EPSON532 printer, thermal printing paper, paper width 80mm, uses this equipment client Authentication is by rear printing client identity information, handling for follow-up business.
The result reported during subscriber authentication by described stereo set, including customer name, sex, checking Result etc..
Described PC main frame is used for installing testimony of a witness recognition software system, and operating system uses Windows 7.
Testimony of a witness recognition software system specifically includes that Certification of Second Generation identification module, face detection module, face recognition module, people Work auditing module, Intelligent voice broadcasting module, print module, totally six modules.
Certification of Second Generation identification module, for reading ID card information encrypted in Certification of Second Generation, including name, sex, national, Date of birth, address, issuing authority, effect duration and photo.These raw informations are through formatting and after typesetting, and display is people Card recognition system software interface, checks for client.
Face detection module, calls Face datection algorithm, follows the trail of the facial image in photographic head, and in LCDs To wherein live by a maximum face frame with the rectangle frame of yellow, face frame will follow the tracks of the motion of this face always, takes the photograph until leaving As head coverage.
Face recognition module, is divided into new user registration course and VIP to identify process.When client carries out authentication for the first time Time need on cabinet-type air conditioner brush under identity card, after identity information reads successfully, be displayed on cabinet-type air conditioner liquid crystal display screen, point out user simultaneously Alignment photographic head, after photographic head captures face, by five faces of Intelligent candid, by identity card head portrait and five faces of candid photograph Photo is uploaded onto the server together, server calls face recognition algorithms, the face that comparison identity card picture and photographic head are captured Whether it is same person, if same person, the human face photo uploaded is preserved, calculate eigenvalue, for next time directly Brush face comparison.If comparison is not passed through, then failure result is returned to cabinet-type air conditioner.After succeeding in registration, client next time, then enter VIP Identification process, it is not necessary to show identity card again, it is only necessary to by face alignment cabinet-type air conditioner photographic head, cabinet-type air conditioner can only be captured client's face and shine Sheet, is continuously transmitted to server, and face when this face and client enrollment is compared by server, returns result to simultaneously Cabinet-type air conditioner, comparison is by then carrying out voice broadcast.
Manual examination and verification module, owing to identity card picture resolution is low, of the remote past, it is likely that the appearance present with client has Bigger difference, in this case, face recognition algorithms cannot identify this client automatically.Now it is accomplished by manual examination and verification to get involved. Auditor inputs job number and password in cabinet-type air conditioner, and utilizes photographic head to capture oneself a face, believes together with customer's identity card Breath is uploaded onto the server with client's face together with, and server no longer does face alignment, only verifies whether are auditor's job number and password Correctly.
Intelligent voice broadcasting module, receives the result returned from face recognition module, is broadcast with speech form by Word message Quote, including name, ID (identity number) card No. and the information such as whether be verified.This module employs TTS(Text to Speech) speech synthesis technique.
Print module, receives the result returned from face recognition module, if client identity is verified, then by client identity Information and authentication pass-through mode (automatic or manual examination & verification), be printed upon after formatting on 80mm thermal printing paper, with Handle for user's follow-up business.
The method have the benefit that the use dual camera cabinet-type air conditioner testimony of a witness identifies system, utilize the Certification of Second Generation hardware read module can To detect the legitimacy of user identity certificate, and the head portrait of storage and user's head portrait of real-time grasp shoot in identity card is utilized to compare Right, other people can be avoided to hold non-personal identification papers's part and to carry out fraud.The proof procedure of user identity is no longer necessary to other Any documentary evidence, directly utilizes face biological characteristic validation and passes through.
Accompanying drawing explanation
Fig. 1 is cabinet-type air conditioner hardware architecture diagram;
Fig. 2 is that the dual camera cabinet-type air conditioner testimony of a witness identifies systemic-function schematic diagram;
Fig. 3 is Certification of Second Generation identification module flow chart;
Fig. 4 is face detection module flow chart;
Fig. 5 is face recognition module register flow path figure;
Fig. 6 is that face recognition module VIP verifies flow chart;
Fig. 7 is artificial auditing module flow chart;
Fig. 8 is Intelligent voice broadcasting flow chart;
Fig. 9 is print module flow chart.
Detailed description of the invention
As it is shown in figure 1, be cabinet-type air conditioner hardware architecture diagram.Complete machine weight 37Kg, overall dimensions 1410mm × 480mm × 340mm.Two photographic head are arranged on cabinet-type air conditioner with differing heights and angle respectively, for adapting to the client and more of differing heights Quickly capture client's face.Touch liquid crystal display operates interface for client and auditor.Certification of Second Generation reads hardware and is used for Identity information in decoding Certification of Second Generation and head portrait, for follow-up recognition of face.Stereo set is used for reporting face recognition result. WIFI module is for the network service with server.Printer is used for printing customer information, in order to client's follow-up business is handled.PC Main frame is used for disposing testimony of a witness recognition software system, uses WIN7 system.
As in figure 2 it is shown, be that the dual camera cabinet-type air conditioner testimony of a witness identifies systemic-function schematic diagram.This system mainly includes six functions Module: Certification of Second Generation identification module, face detection module, face recognition module, manual examination and verification module, Intelligent voice broadcasting module, Print module.
The functional realiey of this six modules is described in detail below.
As it is shown on figure 3, be Certification of Second Generation identification module flow chart.When new client proceeds by authentication, system is by word Identity card is placed on Certification of Second Generation and reads on hardware by prompting client, and Certification of Second Generation reads hardware decryption identity information and head portrait, if Read successfully, identity information and the head portrait of client are shown on liquid crystal display screen, check for user.Identifying if reading, ejecting mistake Information, and point out user brush Certification of Second Generation again.
As shown in Figure 4, for face detection module flow chart.Before client stations stands in cabinet-type air conditioner, take the photograph for two be arranged on cabinet-type air conditioner As head is by the face of captured in real time to client, being sent to by face in Face datection algorithm, algorithm returns the face detected Number and the positions and dimensions of every face, these data of systematic analysis, select a maximum face, and by this face with yellow rectangle Circle is lived, and reaches the effect of real-time tracing face.
As it is shown in figure 5, be face recognition module register flow path figure.The dual camera cabinet-type air conditioner testimony of a witness identifies that system has two kinds of channels Client is carried out authentication: new client and VIP user (non-new client).When client carries out testimony of a witness identification in system for the first time Time, needing to carry China second-generation identity card, China second-generation identity card is placed on the Certification of Second Generation inside cabinet-type air conditioner and reads on hardware, cabinet-type air conditioner is correct Obtaining in client identity information and identity card after the head portrait of storage, prompting user is by face alignment photographic head, and dual camera will be from Differing heights and angle capture client's face, and and client identity information, the head portrait and the photographic head that are stored in identity card are grabbed The head portrait clapped is sent collectively to the face recognition algorithms of server end, and algorithm extracts head portrait eigenvalue, and whether comparison head portrait is same One people, if it is determined that be same person, then preserves the identity information of this user and the head image information of photographic head shooting, under being used for Secondary direct brush face checking identity, returns result to cabinet-type air conditioner simultaneously.Cabinet-type air conditioner obtains after comparison result, according to client gender and logical Whether cross, select the audio files of different voice and prerecording to compare the report of result, including customer name, if checking Pass through.
As shown in Figure 6, flow chart is verified for face recognition module VIP.After user's registration the most in systems is good, second Secondary carry out authentication and have only to brush face and just can complete.Before subscriber station stands in cabinet-type air conditioner, photographic head detects user's face, and grabs Clapping, be sent to the face recognition algorithms of server end, server by this facial image and preserves in registration process before Head portrait is compared, and returns result to cabinet-type air conditioner, and comparison result is informed by cabinet-type air conditioner according to the report mode that register flow path is the same Client.
As it is shown in fig. 7, be artificial auditing module flow chart.Face recognition algorithms discrimination is unable to reach 100% at present, example During such as identity card picture and client's current appearance generation large change, algorithm just cannot correctly identify this client, this situation It is accomplished by carrying out manual intervention.When correctly identifying client identity all the time in customer registration process, auditor inputs oneself Job number and password, and shoot oneself a face, be sent to server together with client identity information and client's head portrait, The client's head portrait not shot the head portrait in customer's identity card and photographic head is now compared by server, only verifies auditor Job number and password whether correct, if correctly, then the information uploaded all is preserved.The head image information of client is used for client Next time carries out authentication in VIP mode, and auditor's information is for audit afterwards.
As shown in Figure 8, for Intelligent voice broadcasting block flow diagram.Client identity comparison result shows not only by mode word Show on cabinet-type air conditioner liquid crystal display screen, also can audibly report.Including customer name, if be verified, manual examination and verification are led to Cross and be the most automatically identified by.The report of customer name have employed TTS(Text to Speech) speech synthesis technique, automatically will Customer name is that sound is play from text conversion.For difference client gender, use male voice or female voice to intersect and report authentication knot Really.
As it is shown in figure 9, be print module flow chart.After client identity is verified, cabinet-type air conditioner by the identity information of client and After the result and verification mode typesetting, being sent to printer, after this information is printed by printer, client holds this printing letter Breath, carries out handling of follow-up business.
To sum up, present invention identity card to be shown when user registers, in addition it is also necessary to shooting face, by shooting face and Photo comparison in identity card is by just succeeding in registration.Next time checking time can directly " brush face " verify or use identity card with Face verifies identity, thus can well prove " who are you ".And use dual camera to shoot face, convenient capture The face of different height clients, ratio only uses single photographic head can accelerate identification process.
Above in association with accompanying drawing, the detailed description of the invention of the present invention is described, but these explanations can not be understood to limit The scope of the present invention, protection scope of the present invention is limited by appended claims, any at the claims in the present invention base Change on plinth is all protection scope of the present invention.

Claims (7)

1. the dual camera cabinet-type air conditioner testimony of a witness identifies system, is made up of dual camera cabinet-type air conditioner hardware and testimony of a witness recognition software system, and it is special Levy and be:
Dual camera cabinet-type air conditioner hardware device mainly by liquid crystal display, touch screen, photographic head, Certification of Second Generation read module, printer, Sound equipment and built-in PC main frame composition;
Testimony of a witness recognition software system specifically includes that Certification of Second Generation identification module, face detection module, face recognition module, manually examines Core module, Intelligent voice broadcasting module and print module;
Certification of Second Generation identification module, for reading ID card information encrypted in Certification of Second Generation, including name, sex, nationality, birth Time, address, issuing authority, effect duration and photo;These raw informations, through formatting and after typesetting, show and know the testimony of a witness Other systems soft ware interface, checks for client;
Face detection module, follows the trail of the facial image in photographic head, and incites somebody to action wherein maximum one with rectangle frame in a liquid crystal display Opening face frame to live, face frame will follow the tracks of the motion of this face always, until leaving photographic head coverage;
Face recognition module, is divided into new user registration course and VIP to identify process;Need when client carries out authentication for the first time Identity card under brushing on cabinet-type air conditioner, after identity information reads successfully, is displayed on cabinet-type air conditioner liquid crystal display, points out user simultaneously Alignment photographic head, after photographic head captures face, by five faces of Intelligent candid, by identity card head portrait and five faces of candid photograph Photo is uploaded onto the server together, server calls face recognition algorithms, the face that comparison identity card picture and photographic head are captured Whether it is same person, if same person, the human face photo uploaded is preserved, calculate eigenvalue, for next time directly Brush face comparison;If comparison is not passed through, then failure result is returned to cabinet-type air conditioner;After succeeding in registration, client next time, then enter VIP Identification process, it is not necessary to show identity card again, it is only necessary to by face alignment cabinet-type air conditioner photographic head, cabinet-type air conditioner can only be captured client's face and shine Sheet, is continuously transmitted to server, and face when this face and client enrollment is compared by server, returns result to simultaneously Cabinet-type air conditioner, comparison is by then carrying out voice broadcast;
Manual examination and verification module, when face recognition algorithms cannot identify this client automatically, it is necessary to manual examination and verification get involved;Auditor Input job number and password in cabinet-type air conditioner, and utilize the face of photographic head candid photograph one oneself, together with customer's identity card information and visitor Family face is uploaded onto the server together, and server no longer does face alignment, and only checking auditor's job number and password are the most correct;
Intelligent voice broadcasting module, receives the result returned from face recognition module, is reported out with speech form by Word message Come, including name, ID (identity number) card No. and the information whether being verified
Print module, receives the result returned from face recognition module, if client identity is verified, then by client identity information And authentication pass-through mode, it is printed upon after formatting on thermal printing paper, handles for user's follow-up business.
The dual camera cabinet-type air conditioner testimony of a witness the most according to claim 1 identify system, it is characterised in that: described liquid crystal display and Touch screen a size of 17-22 cun, cabinet-type air conditioner uses touch operation pattern.
The dual camera cabinet-type air conditioner testimony of a witness the most according to claim 1 identifies system, it is characterised in that: described photographic head uses L Ogitech HD Webcam C270, resolution selects 640 × 480, uses this equipment to capture face.
The dual camera cabinet-type air conditioner testimony of a witness the most according to claim 1 identifies system, it is characterised in that: described Certification of Second Generation reads mould Block uses China's rising sun gold card No.2 residence card to read facility HX-FDX3S, uses this equipment to read in Certification of Second Generation The identity Word message of face storage and photo.
The dual camera cabinet-type air conditioner testimony of a witness the most according to claim 1 identifies system, it is characterised in that: described printer uses EPSON532 printer, thermal printing paper, paper width 80mm, use this equipment to print client after client identity is verified Identity information, handling for follow-up business.
The dual camera cabinet-type air conditioner testimony of a witness the most according to claim 1 identifies system, it is characterised in that: described stereo set is used for The result is reported, including customer name, sex, the result during subscriber authentication.
The dual camera cabinet-type air conditioner testimony of a witness the most according to claim 1 identifies system, it is characterised in that: described PC main frame is used for pacifying Dress testimony of a witness recognition software system, operating system uses Windows 7.
CN201610178518.3A 2016-03-25 2016-03-25 Bi-camera cabinet machine and face recognition and second-generation ID card identification system Pending CN105844247A (en)

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CN107045735A (en) * 2017-03-27 2017-08-15 公安部第研究所 It is a kind of to record integrated device and method thereof from ticket uniformity core of helping others
CN107180237A (en) * 2017-07-20 2017-09-19 成都市佳颖医用制品有限公司 One kind adopts slurry checking system and method
CN107194447A (en) * 2017-07-07 2017-09-22 成都东软学院 Certificate processing unit and system
CN108062530A (en) * 2017-12-25 2018-05-22 北京诺君安信息技术股份有限公司 A kind of auth method and system
CN108197599A (en) * 2018-01-26 2018-06-22 嘉兴贝斯特电子技术有限公司 A kind of face identification system
CN108229124A (en) * 2018-01-09 2018-06-29 武汉天恒智能科技有限公司 A kind of self-service query printing testimony of a witness compares device systems and its method of work
CN108765789A (en) * 2018-05-22 2018-11-06 北京翔云在线数据技术有限公司 Intelligence is opened an account robot and account-opening method
CN108830230A (en) * 2018-06-21 2018-11-16 河北融柏信息技术服务有限公司 Identity checking method, identity veritify management system and equipment
CN109117414A (en) * 2018-07-26 2019-01-01 郑州量子伟业信息技术有限公司 Self-service query integrated machine system and implementation method for people's livelihood archives
CN109165627A (en) * 2018-09-11 2019-01-08 广东惠禾科技发展有限公司 A kind of model building method, device and testimony of a witness checking method
CN110119964A (en) * 2019-05-10 2019-08-13 赵东 A kind of visitor's group's identification intelligent sales counter, system, method and storage medium
CN110709854A (en) * 2017-04-12 2020-01-17 深圳华博高科光电技术有限公司 Identity information security monitoring method and system
CN111556269A (en) * 2020-04-29 2020-08-18 从法信息科技有限公司 Remote meeting system, device and method based on identity authentication
CN112291281A (en) * 2019-07-09 2021-01-29 钉钉控股(开曼)有限公司 Voice broadcast and voice broadcast content setting method and device
CN112447013A (en) * 2020-11-13 2021-03-05 深圳市瑞意博医疗设备有限公司 Intelligent face tracking recognition device for multi-person medicine taking

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CN107045735A (en) * 2017-03-27 2017-08-15 公安部第研究所 It is a kind of to record integrated device and method thereof from ticket uniformity core of helping others
CN110709854A (en) * 2017-04-12 2020-01-17 深圳华博高科光电技术有限公司 Identity information security monitoring method and system
CN107194447A (en) * 2017-07-07 2017-09-22 成都东软学院 Certificate processing unit and system
CN107180237A (en) * 2017-07-20 2017-09-19 成都市佳颖医用制品有限公司 One kind adopts slurry checking system and method
CN108062530A (en) * 2017-12-25 2018-05-22 北京诺君安信息技术股份有限公司 A kind of auth method and system
CN108062530B (en) * 2017-12-25 2022-03-04 北京诺君安信息技术股份有限公司 Identity verification method and system
CN108229124A (en) * 2018-01-09 2018-06-29 武汉天恒智能科技有限公司 A kind of self-service query printing testimony of a witness compares device systems and its method of work
CN108197599A (en) * 2018-01-26 2018-06-22 嘉兴贝斯特电子技术有限公司 A kind of face identification system
CN108765789A (en) * 2018-05-22 2018-11-06 北京翔云在线数据技术有限公司 Intelligence is opened an account robot and account-opening method
CN108830230A (en) * 2018-06-21 2018-11-16 河北融柏信息技术服务有限公司 Identity checking method, identity veritify management system and equipment
CN109117414A (en) * 2018-07-26 2019-01-01 郑州量子伟业信息技术有限公司 Self-service query integrated machine system and implementation method for people's livelihood archives
CN109165627A (en) * 2018-09-11 2019-01-08 广东惠禾科技发展有限公司 A kind of model building method, device and testimony of a witness checking method
CN110119964A (en) * 2019-05-10 2019-08-13 赵东 A kind of visitor's group's identification intelligent sales counter, system, method and storage medium
CN112291281A (en) * 2019-07-09 2021-01-29 钉钉控股(开曼)有限公司 Voice broadcast and voice broadcast content setting method and device
CN112291281B (en) * 2019-07-09 2023-11-03 钉钉控股(开曼)有限公司 Voice broadcasting and voice broadcasting content setting method and device
CN111556269A (en) * 2020-04-29 2020-08-18 从法信息科技有限公司 Remote meeting system, device and method based on identity authentication
CN112447013A (en) * 2020-11-13 2021-03-05 深圳市瑞意博医疗设备有限公司 Intelligent face tracking recognition device for multi-person medicine taking

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