CN107729852A - Facial information register method, apparatus and system - Google Patents
Facial information register method, apparatus and system Download PDFInfo
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- CN107729852A CN107729852A CN201711002580.8A CN201711002580A CN107729852A CN 107729852 A CN107729852 A CN 107729852A CN 201711002580 A CN201711002580 A CN 201711002580A CN 107729852 A CN107729852 A CN 107729852A
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- information
- face image
- current face
- identity information
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- 230000001815 facial effect Effects 0.000 title claims abstract description 44
- 238000000034 method Methods 0.000 title claims abstract description 42
- 238000003860 storage Methods 0.000 claims abstract description 16
- 238000012790 confirmation Methods 0.000 claims description 17
- 238000012549 training Methods 0.000 claims description 14
- 238000013136 deep learning model Methods 0.000 claims description 11
- 238000004891 communication Methods 0.000 claims description 9
- 238000012795 verification Methods 0.000 claims description 9
- 238000012545 processing Methods 0.000 claims description 6
- 230000004807 localization Effects 0.000 claims description 4
- 230000006870 function Effects 0.000 description 17
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- 238000005516 engineering process Methods 0.000 description 6
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- 230000008569 process Effects 0.000 description 3
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- 230000008901 benefit Effects 0.000 description 2
- 238000004590 computer program Methods 0.000 description 2
- 238000013527 convolutional neural network Methods 0.000 description 2
- 238000000605 extraction Methods 0.000 description 2
- 238000012015 optical character recognition Methods 0.000 description 2
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Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/168—Feature extraction; Face representation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
- G06F16/58—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
- G06F16/583—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/172—Classification, e.g. identification
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/50—Maintenance of biometric data or enrolment thereof
-
- G—PHYSICS
- G07—CHECKING-DEVICES
- G07C—TIME 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
- G07C9/00—Individual registration on entry or exit
- G07C9/30—Individual registration on entry or exit not involving the use of a pass
- G07C9/32—Individual registration on entry or exit not involving the use of a pass in combination with an identity check
- G07C9/37—Individual registration on entry or exit not involving the use of a pass in combination with an identity check using biometric data, e.g. fingerprints, iris scans or voice recognition
Abstract
The present invention provides a kind of facial information register method, apparatus and system, and applied to server, method includes：The certificate information of targeted customer is obtained, certificate information includes subscriber identity information and certificate photograph；By subscriber identity information with allowing login name digital ratio pair, judging whether subscriber identity information is recorded in allows to register in list；When subscriber identity information is having record in allowing registration list, at least one current face image of the targeted customer is obtained；Current face image is compared with certificate photograph, judges whether the current face image matches with certificate photograph；If the current face image matches with certificate photograph, by current face image and the subscriber identity information in registration list is allowed to be associated storage.So so that user can interacting by other-end and server, independently carry out the registration of facial information, facilitate the operation of user, substantially increase the efficiency of facial information registration.
Description
Technical field
The present invention relates to artificial intelligence and biological identification technology, in particular to a kind of facial information register method, dress
Put and system.
Background technology
With the continuous development of image recognition technology, face recognition technology is widely used in safety certification field, for example,
The gate control system of recognition of face., it is necessary to which first to establish face-image corresponding with subscriber data in the system of such certification mode
Relation.In conventional facial information registration scenarios, generally require user and carry certificate to specific registration place progress facial information
Collection, checking and register work.Collecting efficiency is low, is all inconvenient for the side of user one and the side of manager one, uses
Family experience is bad.
The content of the invention
In order to overcome above-mentioned deficiency of the prior art, it is an object of the invention to provide a kind of facial information registration side
Method, applied to server, the server, which is previously stored with, allows to register list, it is described allow to register list include allowing into
At least one subscriber identity information of row facial information registration, methods described include：
The certificate information of targeted customer is obtained, the certificate information includes subscriber identity information and certificate photograph；
By the subscriber identity information and the permission login name digital ratio pair, judge whether the subscriber identity information records
It is described allow register list in；
When the subscriber identity information it is described allow register list in have record when, obtain at least the one of the targeted customer
Individual current face image；
The current face image is compared with the certificate photograph, judges the current face image and the certificate
Whether photo matches；
If the current face image matches with the certificate photograph, by the current face image and the permission login name
Subscriber identity information in list is associated storage.
Alternatively, in the above-mentioned methods, after the step of certificate information of the acquisition targeted customer, methods described is also
Including：
The certificate photograph is extracted, the certificate photograph is inputted into the first deep learning model of training in advance to the card
The definition of part photo is handled, to improve the resolution ratio of the certificate photograph.
Alternatively, in the above-mentioned methods, it is described that the current face image is compared with the certificate photograph, judge
The step of whether the current face image matches with the certificate photograph, including：
The second deep learning model that the current face image and certificate photograph input training in advance obtain is entered
Row matching treatment, so as to judge whether the current face image is consistent with the certificate photograph.
Alternatively, in the above-mentioned methods, it is described that the current face image and the certificate photograph are inputted into training in advance
The second deep learning model carry out matching treatment the step of, including：
Facial Feature Localization is carried out for the current face image and the certificate photograph respectively, it is special according to the face
Sign positioning is corrected the current face image and the certificate photograph and normalized；
The second deep learning that current face image after normalized and certificate photograph input training in advance are obtained
Model carries out matching treatment.
Alternatively, in the above-mentioned methods, the server communicates to connect with third party's certificate verification system；The acquisition mesh
The step of marking the certificate information of user, including：
The certificate identifier of targeted customer is obtained by certificate identification device, the certificate identifier is sent to the third party
Certificate verification system；
Obtain subscriber identity information and certificate photo that third party's certificate verification system is directed to certificate identifier feedback
Piece.
Alternatively, in the above-mentioned methods, the step of certificate information of the acquisition targeted customer, including：
The certificate image of the targeted customer is obtained by image collecting device；
Character recognition and image-capture are carried out to the certificate image, obtain the subscriber identity information and certificate photograph.
Alternatively, in the above-mentioned methods, it is described to allow to register the user in list with described by the current face image
Identity information is associated storing step, including：
Registration statement is shown to the targeted customer；
Confirmation feedback information of the user for the registration statement is obtained, preserves the current face image, and by described in
Current face image is associated storage with the subscriber identity information allowed in registration list.
Alternatively, in the above-mentioned methods, it is described confirmation feedback information include voice confirmation, video confirmation and
The combination of one or more of which in Signature Confirmation information.
Another object of the present invention is to provide a kind of facial information register device, applied to server, the server
Being previously stored with allows to register list, described to allow registration list to include allowing at least one use for carrying out facial information registration
Family identity information, described device include：
Certificate information acquisition module, for obtaining the certificate information of targeted customer, the certificate information includes user identity
Information and certificate photograph；
Identity information judge module, for the subscriber identity information to be allowed into login name digital ratio pair with described, judge institute
State whether subscriber identity information is recorded in described allow in registration list；
Face-image acquisition module, for when the subscriber identity information it is described allow register list in have record when,
Obtain at least one current face image of the targeted customer；
Comparing module, for the current face image to be compared with the certificate photograph, judge the current face
Whether image matches with the certificate photograph；
Registering modules, if being matched for the current face image with the certificate photograph, by the current face image with
The subscriber identity information for allowing to register in list is associated storage.
Another object of the present invention is to provide a kind of facial information Accreditation System, the system include server and with institute
Server communication user terminal or registration equipment are stated, wherein, the server includes the facial information note provided by the invention
List device.
In terms of existing technologies, the invention has the advantages that：
Facial information register method provided by the invention, apparatus and system, pass through the server and other-end equipment
Interaction, obtain the certificate information and current face image of user, and verify the user profile and the current face image
Whether it is consistent, the current face image and the subscriber identity information is associated storage when being consistent.So so that use
Family can interacting by other-end and server, independently carry out the registration of facial information, facilitate the operation of user, greatly
The big efficiency for improving facial information registration.
Brief description of the drawings
In order to illustrate the technical solution of the embodiments of the present invention more clearly, below by embodiment it is required use it is attached
Figure is briefly described, it will be appreciated that the following drawings illustrate only certain embodiments of the present invention, therefore be not construed as pair
The restriction of scope, for those of ordinary skill in the art, on the premise of not paying creative work, can also be according to this
A little accompanying drawings obtain other related accompanying drawings.
Fig. 1 is the schematic diagram of facial information Accreditation System provided in an embodiment of the present invention；
Fig. 2 is the schematic diagram of server provided in an embodiment of the present invention；
Fig. 3 is the step schematic flow sheet of facial information register method provided in an embodiment of the present invention；
Fig. 4 is the schematic diagram of facial information register device provided in an embodiment of the present invention.
Icon：100- servers；110- facial information register devices；111- certificate information acquisition modules；112- identity is believed
Cease judge module；113- face-image acquisition modules；114- comparing modules；115- Registering modules；120- memories；130- processing
Device；140- communication units；200- user terminals；300- registers equipment；400- networks.
Embodiment
To make the purpose, technical scheme and advantage of the embodiment of the present invention clearer, below in conjunction with the embodiment of the present invention
In accompanying drawing, the technical scheme in the embodiment of the present invention is clearly and completely described, it is clear that described embodiment is
Part of the embodiment of the present invention, rather than whole embodiments.The present invention implementation being generally described and illustrated herein in the accompanying drawings
The component of example can be configured to arrange and design with a variety of.
Therefore, below the detailed description of the embodiments of the invention to providing in the accompanying drawings be not intended to limit it is claimed
The scope of the present invention, but be merely representative of the present invention selected embodiment.It is common based on the embodiment in the present invention, this area
The every other embodiment that technical staff is obtained under the premise of creative work is not made, belong to the model that the present invention protects
Enclose.
It should be noted that：Similar label and letter represents similar terms in following accompanying drawing, therefore, once a certain Xiang Yi
It is defined, then it further need not be defined and explained in subsequent accompanying drawing in individual accompanying drawing.
In the description of the invention, it is also necessary to explanation, unless otherwise clearly defined and limited, term " setting ",
" installation ", " connected ", " connection " should be interpreted broadly, for example, it may be fixedly connected or be detachably connected, or one
Connect body；Can be mechanical connection or electrical connection；Can be joined directly together, can also be indirect by intermediary
It is connected, can is the connection of two element internals.For the ordinary skill in the art, on being understood with concrete condition
State the concrete meaning of term in the present invention.
Fig. 1 is refer to, Fig. 1 is a kind of facial information Accreditation System that present pre-ferred embodiments provide, the face letter
Breath Accreditation System includes server 100 and the user terminal 200 to be communicated with the server 100 or registration equipment 300.It is described
Server 100 can be communicated by network 400 with the user terminal 200 or registration equipment 300, to realize server 100
Data between user terminal 200 or registration equipment 300 are communicated or interacted.
In the present embodiment, the server 100 may be, but not limited to, web (website) server, ftp (file
Transfer protocol, FTP) server etc..The network 400 may be, but not limited to, cable network or
Wireless network.
Fig. 2 is refer to, Fig. 2 is the block diagram of the server 100 shown in Fig. 1.The server 100, which includes face, to be believed
Cease register device 110, memory 120, processor 130, communication unit 140.
The memory 120, processor 130 and 140 each element of communication unit are directly or indirectly electrical between each other
Connection, to realize the transmission of data or interaction.For example, these elements can pass through one or more communication bus or letter between each other
Number line, which is realized, to be electrically connected with.The facial information register device 110 include it is at least one can be with software or firmware (firmware)
Form be stored in the memory 120 or be solidificated in the server 100 operating system (operating system,
OS the software function module in).The processor 130 is used to perform the executable module stored in the memory 120, such as
Software function module and computer program included by the facial information register device 110 etc..
Wherein, the memory 120 may be, but not limited to, random access memory (Random Access
Memory, RAM), read-only storage (Read Only Memory, ROM), programmable read only memory (Programmable
Read-Only Memory, PROM), erasable read-only memory (Erasable Programmable Read-Only
Memory, EPROM), electricallyerasable ROM (EEROM) (Electric Erasable Programmable Read-Only
Memory, EEPROM) etc..Wherein, memory 120 is used for storage program, the processor 130 after execute instruction is received,
Perform described program.The communication unit 140 is used to establish the server 100 and user terminal 200 by the network 400
Or the communication connection between registration equipment 300, and for passing through the transceiving data of network 400.
The processor 130 is probably a kind of IC chip, has the disposal ability of signal.Above-mentioned processor can
To be general processor, including central processing unit (Central Processing Unit, CPU), network processing unit (Network
Processor, NP) etc.；It can also be digital signal processor (DSP), application specific integrated circuit (ASIC), field-programmable gate array
Arrange (FPGA) either other PLDs, discrete gate or transistor logic, discrete hardware components.It can realize
Or disclosed each method, step and logic diagram in the execution embodiment of the present invention.General processor can be microprocessor
Or the processor can also be any conventional processor etc..
Fig. 3 is refer to, Fig. 3 is a kind of flow of facial information register method applied to the server 100 shown in Fig. 1
Figure, methods described will be described in detail including each step below.
Step S110, obtains the certificate information of targeted customer, and the certificate information includes subscriber identity information and certificate photo
Piece.
In the present embodiment, the server 100 can from the identity card of user, driver's license, passport or other can demonstrate,prove
The identity information and certificate photograph of user is obtained in the certificate of bright user's unique identities.
Alternatively, in a kind of mode in the present embodiment, the targeted customer can be obtained by image collecting device
Certificate image.For example, the server 100 can pass through the user terminal 200 or the camera of the registration equipment 300
Shoot the certificate image of user.
Then, the server 100 carries out character recognition and image-capture to the certificate image, obtains user's body
Part information and certificate photograph.For example, the server 100 by using OCR (Optical Character Recognition,
Optical character identification) identify the information such as address name, sex, date of birth and address on ID Card Image.And utilize profit
With the certificate photograph of human face detection tech interception certificate image.
Alternatively, in a kind of mode in the present embodiment, the server 100 can be obtained by certificate identification device
The certificate identifier of targeted customer, the certificate identifier is sent to third party's certificate verification system.For example, the registration is set
Standby 300 can include certificate identification module, and the certificate identification module can be with the middle e-mail of the certificates such as reading identity card, passport
Breath is used as the certificate identifier, and the certificate identifier sent into the server 100, and the server 100 is by the certificate
Mark is sent to third party's certificate verification system (for example, certificate verification system of public security department).
Then, the server 100 obtains the use that third party's certificate verification system is directed to certificate identifier feedback
Family identity information and certificate photograph.
Further, because general certificate photograph is smaller, definition resolution ratio is not high, therefore in the present embodiment, the clothes
Business device 100 extracts the certificate photograph, and the certificate photograph is inputted into the first deep learning model of training in advance to the card
The definition of part photo is handled, to improve the resolution ratio of the certificate photograph.
Specifically, in the present embodiment, the method based on confrontation neutral net can be used to build first depth
Practise model and be trained.
Image generation network is built first, chooses high-definition picture IHRCarry out down-sampling and Fuzzy Processing (gaussian filtering)
Low-resolution image I corresponding to obtainingLR.By IHRWith corresponding ILRAs training sample pair.Remember low-resolution image ILRBy super
It is I that image is obtained after resolution reconstructionSR。
Then a generation network is trained using convolutional neural networks CNNIts corresponding weights and offset parameter are θG
={ W1:L；b1:L, wherein L represents the number of plies of network.
For given training sample pairN=1 ..., N and its corresponding toN=1 ..., N, generate the target of network
Function is：
Wherein lSRFor loss function.
Then image discriminating network is built, in the present embodiment, network is resisted using similar VGG network structure and standard
Differentiation network, its object function is：
Wherein,For difference network, θDFor difference network parameter.
Loss function is finally built, loss function is by the Minimum Mean Square Error (MSE) based on Pixel-level, based on perception of content
Reconstruction error (VGG loss, being calculated in VGG feature spaces) and confrontation study cost function (Dis.Loss) combine：
MSE:
VGG loss:
Wherein, φi,jRepresent the Feature Mapping after jth layer before i-th layer of pond in VGG19 networks.
Dis.Loss:
Final loss function is：
Generation network, differentiate that network and loss function constitute the main component of confrontation network, pass through the confrontation to structure
Network is trained optimization, can be to solve generation networkParameter, wherein,
θG={ W1:L；b1:L}
Obtain θGThe definition of the certificate photograph can be handled afterwards, to improve the resolution ratio of the certificate photograph.
Step S120, by the subscriber identity information and the permission login name digital ratio pair, judge the user identity letter
Whether breath is recorded in described allow in registration list.
In the present embodiment, the server 100, which is previously stored with, allows to register list, described to allow to wrap in registration list
Include at least one subscriber identity information for allowing to carry out facial information registration.
After obtaining the subscriber identity information by step S110, it is described to judge whether the subscriber identity information is recorded in
Allow to register in list.If the subscriber identity information be not recorded in it is described allow register list in, prevent the user's
Further registration action.If the subscriber identity information it is described allow to register in list have record, into step S130.
Step S130, when the subscriber identity information it is described allow register list in have record when, obtain the target
At least one current face image of user.
In the present embodiment, the server 100 can be sent to the user terminal 200 or the registration equipment 300
IMAQ notifies.After the user terminal 200 or the registration equipment 300 receive described image collection notice, pass through figure
As harvester obtains at least one current face image of the targeted customer and is sent to the server 100.It can manage
Solution, user by the user terminal 200 when being registered, the face-image that can also have been deposited from the user terminal 200
Middle selection one conduct current face image is uploaded to the server 100.
Step S140, the current face image is compared with the certificate photograph, judges the current face image
Whether matched with the certificate photograph.
The server 100 verifies whether the current face image matches with the certificate photograph, to prevent illegal use
Registered by usurping other people certificates at family.
In the present embodiment, the service area obtains the current face image and certificate photograph input training in advance
The second deep learning model for arriving carries out matching treatment, so as to judge the current face image and the certificate photograph whether phase
Symbol.
Alternatively, in the present embodiment, the second deep learning model can use Inception-resnet-v2 structures
Depth network model.
First with disclosed face database as training sample, entered using the depth network of Inception-resnet structures
Row feature extraction is trained, and obtains the second deep learning model.
Then the current face image that will be obtained in the certificate photograph obtained in step S110 and step S130
Facial Feature Localization is carried out, is corrected the current face image with the certificate photograph according to the facial Feature Localization
And normalized.
For example, determine the eyeball central point of face two using face key point location technology, the then central point of line two, and with
Line between two carries out face rotational correction with aliging with horizontal angle, is finally standard to face using two centers
It is normalized.
Then, the second depth current face image after normalized and certificate photograph input training in advance obtained
Learning model carries out feature extraction, then, discriminating is compared using SVMs (SVM) method, so as to judge described work as
Whether front face image is consistent with the certificate photograph.
Step S150, if the current face image matches with the certificate photograph, by the current face image with it is described
The subscriber identity information for allowing to register in list is associated storage.
Alternatively, in the present embodiment, if the current face image matches with the certificate photograph, the server 100
Registration statement is shown to the targeted customer, described to register statement can be word, picture or video specification.
Then the server 100 obtains confirmation feedback information of the user for the registration statement.It is described to confirm feedback
Information includes the combination of voice confirmation, video confirmation and the one or more of which in Signature Confirmation information.
For example, described, to register statement can be voluntary book, and the server 100 passes through the user terminal 200 or described
The video and audio data collection device of Accreditation System obtains user and reads the voluntarily video of book or audio as the confirmation feedback
Information, or obtain user's by the touch-screen of the user terminal 200 or the harvester that touches of the registration equipment 300
Signing messages is as the confirmation feedback information.
After getting the confirmation feedback information, the server 100 preserves the current face image, and described will work as
Front face image is associated storage with the subscriber identity information allowed in registration list.Confirm the current face image
After the corresponding relation of user, the current face image carries out authentication after can be used for user.
Further, after a targeted customer completes facial information registering, the server 100 can pass through the use
Family terminal 200 or the registration display reminding information of equipment 300, prompt the associated user of the targeted customer to carry out facial information
Registration.
Fig. 4 is refer to, Fig. 4 is a kind of signal of facial information register device 110 applied to server 100 shown in Fig. 1
Figure, the facial information registration dress include certificate information acquisition module 111, identity information judge module 112, face-image and obtained
Module 113, comparing module 114 and Registering modules 115.
The certificate information acquisition module 111, for obtaining the certificate information of targeted customer, the certificate information includes using
Family identity information and certificate photograph.
In the present embodiment, the certificate information acquisition module 111 can be used for performing the step S110 shown in Fig. 3, on institute
Description to the step S110 can be joined by stating the specific descriptions of certificate information acquisition module 111.
The identity information judge module 112, for the subscriber identity information to be allowed into login name digital ratio pair with described,
Judge whether the subscriber identity information is recorded in described allow in registration list.
In the present embodiment, the identity information judge module 112 can be used for performing the step S120 shown in Fig. 3, on institute
Description to the step S120 can be joined by stating the specific descriptions of identity information judge module 112.
The face-image acquisition module 113, for allowing to have in registration list described when the subscriber identity information
During record, at least one current face image of the targeted customer is obtained.
In the present embodiment, the face-image acquisition module 113 can be used for performing the step S130 shown in Fig. 3, on institute
Description to the step S130 can be joined by stating the specific descriptions of face-image acquisition module 113.
The comparing module 114, for the current face image to be compared with the certificate photograph, judge to deserve
Whether front face image matches with the certificate photograph.
In the present embodiment, the comparing module 114 can be used for performing the step S140 shown in Fig. 3, on the comparison mould
The specific descriptions of block 114 can join the description to the step S140.
The Registering modules 115, if being matched for the current face image with the certificate photograph, by the current face
Image is associated storage with the subscriber identity information allowed in registration list.
In the present embodiment, the Registering modules 115 can be used for performing the step S150 shown in Fig. 3, on the registration mould
The specific descriptions of block 115 can join the description to the step S150.
In summary, facial information register method provided by the invention, apparatus and system, by the server 100 with
The interaction of other-end equipment, obtains the certificate information and current face image of user, and verify the user profile with it is described
Whether current face image is consistent, and the current face image is associated with the subscriber identity information when being consistent and is deposited
Storage.So so that user can interacting by other-end and server 100, independently carry out the registration of facial information, side
User operation, substantially increase facial information registration efficiency.
In embodiment provided herein, it should be understood that disclosed apparatus and method, can also be by other
Mode realize.Device embodiment described above is only schematical, for example, the flow chart and block diagram in accompanying drawing are shown
According to the device, the architectural framework in the cards of method and computer program product, function of multiple embodiments of the present invention
And operation.At this point, each square frame in flow chart or block diagram can represent one of a module, program segment or code
Point, a part for the module, program segment or code includes one or more and is used to realize the executable of defined logic function
Instruction.It should also be noted that at some as in the implementation replaced, the function of being marked in square frame can also be with different from attached
The order marked in figure occurs.For example, two continuous square frames can essentially perform substantially in parallel, they also may be used sometimes
To perform in the opposite order, this is depending on involved function.It is it is also noted that each in block diagram and/or flow chart
The combination of square frame and the square frame in block diagram and/or flow chart, can use function or action as defined in performing it is special based on
The system of hardware is realized, or can be realized with the combination of specialized hardware and computer instruction.
In addition, each functional module in each embodiment of the present invention can integrate to form an independent portion
Point or modules individualism, can also two or more modules be integrated to form an independent part.
If the function is realized in the form of software function module and is used as independent production marketing or in use, can be with
It is stored in a computer read/write memory medium.Based on such understanding, technical scheme is substantially in other words
The part to be contributed to prior art or the part of the technical scheme can be embodied in the form of software product, the meter
Calculation machine software product is stored in a storage medium, including some instructions are causing a computer equipment (can be
People's computer, server, or network equipment etc.) perform all or part of step of each embodiment methods described of the present invention.
And foregoing storage medium includes：USB flash disk, mobile hard disk, read-only storage (ROM, Read-Only Memory), arbitrary access are deposited
Reservoir (RAM, Random Access Memory), magnetic disc or CD etc. are various can be with the medium of store program codes.
It should be noted that herein, such as first and second or the like relational terms are used merely to a reality
Body or operation make a distinction with another entity or operation, and not necessarily require or imply and deposited between these entities or operation
In any this actual relation or order.Moreover, term " comprising ", "comprising" or its any other variant are intended to
Nonexcludability includes, so that process, method, article or equipment including a series of elements not only will including those
Element, but also the other element including being not expressly set out, or it is this process, method, article or equipment also to include
Intrinsic key element.In the absence of more restrictions, the key element limited by sentence "including a ...", it is not excluded that
Other identical element also be present in process, method, article or equipment including the key element.
The foregoing is only a specific embodiment of the invention, but protection scope of the present invention is not limited thereto, any
Those familiar with the art the invention discloses technical scope in, change or replacement can be readily occurred in, should all be contained
Cover within protection scope of the present invention.Therefore, protection scope of the present invention should be defined by scope of the claims.
Claims (10)
1. a kind of facial information register method, applied to server, it is characterised in that the server, which is previously stored with, to be allowed to note
Volume list, it is described to allow to register at least one subscriber identity information that list includes allowing progress facial information registration, it is described
Method includes：
The certificate information of targeted customer is obtained, the certificate information includes subscriber identity information and certificate photograph；
By the subscriber identity information and the permission login name digital ratio pair, judge whether the subscriber identity information is recorded in institute
Stating allows to register in list；
When the subscriber identity information it is described allow register list in have record when, obtain the targeted customer it is at least one work as
Front face image；
The current face image is compared with the certificate photograph, judges the current face image and the certificate photograph
Whether match；
If the current face image matches with the certificate photograph, the current face image is allowed to register in list with described
Subscriber identity information be associated storage.
2. according to the method for claim 1, it is characterised in that it is described acquisition targeted customer certificate information the step of it
Afterwards, methods described also includes：
The certificate photograph is extracted, the certificate photograph is inputted into the first deep learning model of training in advance to the certificate photo
The definition of piece is handled, to improve the resolution ratio of the certificate photograph.
3. according to the method for claim 1, it is characterised in that described by the current face image and the certificate photograph
It is compared, judges the step of whether the current face image matches with the certificate photograph, including：
The second deep learning model progress that the current face image and certificate photograph input training in advance are obtained
With processing, so as to judge whether the current face image is consistent with the certificate photograph.
4. according to the method for claim 3, it is characterised in that described by the current face image and the certificate photograph
The step of inputting the second deep learning model progress matching treatment of training in advance, including：
Facial Feature Localization is carried out for the current face image and the certificate photograph respectively, is determined according to the facial characteristics
Position is corrected and normalized by the current face image and the certificate photograph；
The second deep learning model that current face image after normalized and certificate photograph input training in advance are obtained
Carry out matching treatment.
5. according to the method for claim 1, it is characterised in that the server and third party's certificate verification system communication link
Connect；The step of certificate information of the acquisition targeted customer, including：
The certificate identifier of targeted customer is obtained by certificate identification device, the certificate identifier is sent to third party's certificate
Checking system；
Obtain subscriber identity information and certificate photograph that third party's certificate verification system is directed to certificate identifier feedback.
6. according to the method for claim 1, it is characterised in that it is described obtain targeted customer certificate information the step of, bag
Include：
The certificate image of the targeted customer is obtained by image collecting device；
Character recognition and image-capture are carried out to the certificate image, obtain the subscriber identity information and certificate photograph.
7. according to the method for claim 1, it is characterised in that described to allow to register with described by the current face image
Subscriber identity information in list is associated storing step, including：
Registration statement is shown to the targeted customer；
Confirmation feedback information of the user for the registration statement is obtained, preserves the current face image, and will be described current
Face-image is associated storage with the subscriber identity information allowed in registration list.
8. according to the method for claim 7, it is characterised in that the confirmation feedback information includes voice confirmation, regarded
The combination of frequency confirmation and the one or more of which in Signature Confirmation information.
9. a kind of facial information register device, applied to server, it is characterised in that the server, which is previously stored with, to be allowed to note
Volume list, it is described to allow to register at least one subscriber identity information that list includes allowing progress facial information registration, it is described
Device includes：
Certificate information acquisition module, for obtaining the certificate information of targeted customer, the certificate information includes subscriber identity information
And certificate photograph；
Identity information judge module, for the subscriber identity information to be allowed into login name digital ratio pair with described, judge the use
Whether family identity information is recorded in described allow in registration list；
Face-image acquisition module, for when the subscriber identity information it is described allow register list in have record when, obtain
At least one current face image of the targeted customer；
Comparing module, for the current face image to be compared with the certificate photograph, judge the current face image
Whether matched with the certificate photograph；
Registering modules, if being matched for the current face image with the certificate photograph, by the current face image with it is described
The subscriber identity information for allowing to register in list is associated storage.
10. a kind of facial information Accreditation System, it is characterised in that the system includes server and used with the server communication
Family terminal or registration equipment, wherein, the server includes the facial information register device described in claim 9.
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| Application Number | Priority Date | Filing Date | Title |
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| CN201711002580.8A CN107729852A (en) | 2017-10-24 | 2017-10-24 | Facial information register method, apparatus and system |
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| Application Number | Priority Date | Filing Date | Title |
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| CN201711002580.8A CN107729852A (en) | 2017-10-24 | 2017-10-24 | Facial information register method, apparatus and system |
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| CN201711002580.8A Pending CN107729852A (en) | 2017-10-24 | 2017-10-24 | Facial information register method, apparatus and system |
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Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN108665432A (en) * | 2018-05-18 | 2018-10-16 | 百年金海科技有限公司 | A kind of single image to the fog method based on generation confrontation network |
| CN108717464A (en) * | 2018-05-31 | 2018-10-30 | 中国联合网络通信集团有限公司 | photo processing method, device and terminal device |
| CN108932774A (en) * | 2018-06-21 | 2018-12-04 | 北京京东金融科技控股有限公司 | information detecting method and device |
| CN109300216A (en) * | 2018-11-27 | 2019-02-01 | 浙江中正智能科技有限公司 | Intelligent networking locking device based on resident identification card real-name authentication |
| CN109684801A (en) * | 2018-11-16 | 2019-04-26 | 阿里巴巴集团控股有限公司 | The generation of electronic certificate is signed and issued and verification method and device |
| CN109816543A (en) * | 2018-12-14 | 2019-05-28 | 平安科技（深圳）有限公司 | A kind of image lookup method and device |
| CN110968900A (en) * | 2018-09-28 | 2020-04-07 | 联想（上海）信息技术有限公司 | Registration method of special machine and electronic equipment |
| CN111238524A (en) * | 2018-11-28 | 2020-06-05 | 驭势科技（北京）有限公司 | Visual positioning method and device |
| CN113228121A (en) * | 2018-12-28 | 2021-08-06 | 浙江大华技术股份有限公司 | System and method for controlling ingress and egress |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2010182271A (en) * | 2009-02-09 | 2010-08-19 | Toshiba Corp | Personal identification device, personal identification method, and personal identification program |
| CN102045367A (en) * | 2011-01-10 | 2011-05-04 | 软库创投（北京）科技有限公司 | Registration method and authentication server of real-name authentication |
| CN104021397A (en) * | 2014-06-13 | 2014-09-03 | 中国民航信息网络股份有限公司 | Face identifying and comparing method and device |
| US20150341370A1 (en) * | 2014-02-25 | 2015-11-26 | Sal Khan | Systems and methods relating to the authenticity and verification of photographic identity documents |
| CN106101136A (en) * | 2016-07-22 | 2016-11-09 | 飞天诚信科技股份有限公司 | The authentication method of a kind of biological characteristic contrast and system |
| CN106295313A (en) * | 2016-08-03 | 2017-01-04 | 北京地平线机器人技术研发有限公司 | Object identity management method, device and electronic equipment |
-
2017
- 2017-10-24 CN CN201711002580.8A patent/CN107729852A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2010182271A (en) * | 2009-02-09 | 2010-08-19 | Toshiba Corp | Personal identification device, personal identification method, and personal identification program |
| CN102045367A (en) * | 2011-01-10 | 2011-05-04 | 软库创投（北京）科技有限公司 | Registration method and authentication server of real-name authentication |
| US20150341370A1 (en) * | 2014-02-25 | 2015-11-26 | Sal Khan | Systems and methods relating to the authenticity and verification of photographic identity documents |
| CN104021397A (en) * | 2014-06-13 | 2014-09-03 | 中国民航信息网络股份有限公司 | Face identifying and comparing method and device |
| CN106101136A (en) * | 2016-07-22 | 2016-11-09 | 飞天诚信科技股份有限公司 | The authentication method of a kind of biological characteristic contrast and system |
| CN106295313A (en) * | 2016-08-03 | 2017-01-04 | 北京地平线机器人技术研发有限公司 | Object identity management method, device and electronic equipment |
Non-Patent Citations (1)
| Title |
|---|
| 高隽, 合肥工业大学出版社 * |
Cited By (14)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN108665432A (en) * | 2018-05-18 | 2018-10-16 | 百年金海科技有限公司 | A kind of single image to the fog method based on generation confrontation network |
| CN108717464A (en) * | 2018-05-31 | 2018-10-30 | 中国联合网络通信集团有限公司 | photo processing method, device and terminal device |
| CN108932774B (en) * | 2018-06-21 | 2020-07-31 | 京东数字科技控股有限公司 | Information detection method and device |
| CN108932774A (en) * | 2018-06-21 | 2018-12-04 | 北京京东金融科技控股有限公司 | information detecting method and device |
| CN110968900B (en) * | 2018-09-28 | 2024-02-27 | 联想（上海）信息技术有限公司 | Registration method of special machine and electronic equipment |
| CN110968900A (en) * | 2018-09-28 | 2020-04-07 | 联想（上海）信息技术有限公司 | Registration method of special machine and electronic equipment |
| CN109684801A (en) * | 2018-11-16 | 2019-04-26 | 阿里巴巴集团控股有限公司 | The generation of electronic certificate is signed and issued and verification method and device |
| CN109300216A (en) * | 2018-11-27 | 2019-02-01 | 浙江中正智能科技有限公司 | Intelligent networking locking device based on resident identification card real-name authentication |
| CN111238524A (en) * | 2018-11-28 | 2020-06-05 | 驭势科技（北京）有限公司 | Visual positioning method and device |
| CN111238524B (en) * | 2018-11-28 | 2021-12-14 | 驭势科技（北京）有限公司 | Visual positioning method and device |
| CN109816543B (en) * | 2018-12-14 | 2023-06-27 | 平安科技（深圳）有限公司 | Image searching method and device |
| CN109816543A (en) * | 2018-12-14 | 2019-05-28 | 平安科技（深圳）有限公司 | A kind of image lookup method and device |
| CN113228121A (en) * | 2018-12-28 | 2021-08-06 | 浙江大华技术股份有限公司 | System and method for controlling ingress and egress |
| US11600127B2 (en) | 2018-12-28 | 2023-03-07 | Zhejiang Dahua Technology Co., Ltd. | Systems and methods for controlling access to an entrance |
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