CN107993302A - A kind of face is registered method, apparatus, equipment and computer-readable recording medium - Google Patents
A kind of face is registered method, apparatus, equipment and computer-readable recording medium Download PDFInfo
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- CN107993302A CN107993302A CN201711364192.4A CN201711364192A CN107993302A CN 107993302 A CN107993302 A CN 107993302A CN 201711364192 A CN201711364192 A CN 201711364192A CN 107993302 A CN107993302 A CN 107993302A
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Classifications
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- 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
- G07C1/00—Registering, indicating or recording the time of events or elapsed time, e.g. time-recorders for work people
- G07C1/10—Registering, indicating or recording the time of events or elapsed time, e.g. time-recorders for work people together with the recording, indicating or registering of other data, e.g. of signs of identity
-
- 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
- G06V40/161—Detection; Localisation; Normalisation
- G06V40/166—Detection; Localisation; Normalisation using acquisition arrangements
-
- 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
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/18—Eye characteristics, e.g. of the iris
- G06V40/19—Sensors therefor
-
- 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
- G06V40/18—Eye characteristics, e.g. of the iris
- G06V40/197—Matching; Classification
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Human Computer Interaction (AREA)
- Multimedia (AREA)
- Theoretical Computer Science (AREA)
- Ophthalmology & Optometry (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Image Analysis (AREA)
- Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
Abstract
Register method, apparatus, equipment and computer-readable recording medium the invention discloses a kind of face, wherein this method includes：3D information and eye information using the collection of depth camera equipment positioned at the face of the people of predeterminated position；It whether there is the information consistent with the 3D information of collection in the 3D information for judging to prestore, if, then judge that the eye information corresponds to whether eye acts, if the eye information corresponds to eye and acts, then record current time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection, if the eye information corresponds to eye and do not act, the information of recognition failures is exported；If it is not, then the information of output recognition failures.Recognition of face precision is considerably increased in technical solution provided in an embodiment of the present invention.And by exporting the information of recognition failures, so that corresponding people can know the information for failure of registering and then realize respective operations, it is convenient for users to operate.
Description
Technical field
The present invention relates to electronic signing technical field, register method, apparatus, equipment more specifically to a kind of face
And computer-readable recording medium.
Background technology
Existing system of registering carries out authentication when being registered firstly the need of the personnel to registering, and
Carry out authentication when can use 2D images carry out recognition of face determine corresponding identity so that realize register, this mode without
Method distinguishes photo and true man and the characteristic information of 2D images carrying face is less, therefore realizes recognition of face in this way
And then register there are identification error it is larger the problem of.
It is current this area skill in conclusion how to provide a kind of technical solution registered that can realize degree of precision
Art personnel's urgent problem to be solved.
The content of the invention
Register method, apparatus, equipment and computer-readable recording medium the object of the present invention is to provide a kind of face, can
Realize higher precision of registering.
To achieve these goals, the present invention provides following technical solution：
A kind of face is registered method, including：
3D information and eye information using the collection of depth camera equipment positioned at the face of the people of predeterminated position；
It whether there is the information consistent with the 3D information of collection in the 3D information for judging to prestore, if it is, judging
The eye information corresponds to whether eye acts, if the eye information corresponds to eye and acts, record is current
Time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection, if the eye information corresponds to eye
Do not act, then export the information of recognition failures；If it is not, then the information of output recognition failures.
Preferably, judge that the eye information is corresponded to after eye acts, further include：
Judge corresponding time and the 3D information with collection whether are had been recorded with the preset time period before current time
The consistent corresponding mark of 3D information prestored, if it is, exporting the recorded correspondence time and having completed to sign
The information arrived, if it is not, then performing the record current time and the 3D information that prestores consistent with the 3D information of collection
The step of corresponding mark.
Preferably, further include：
If it is judged that same 3D information, which corresponds to the number that eye does not act, reaches preset times, then output correspondence carries
Information of waking up is to preassigned management terminal.
Preferably, further include：
If it is judged that the number of the information consistent with the same 3D information of collection is not present in the 3D information prestored
Reach preset times, then export corresponding prompting message to preassigned management terminal.
A kind of face is registered device, including：
Acquisition module, is used for：3D information and eye using the collection of depth camera equipment positioned at the face of the people of predeterminated position
Portion's information；
Register module, be used for：It whether there is the information consistent with the 3D information of collection in the 3D information for judging to prestore,
If it is, judge that the eye information corresponds to whether eye acts, if the eye information corresponds to eye and occurs to move
Make, then current time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection are recorded, if the eye
Portion's information corresponds to eye and does not act, then exports the information of recognition failures；If it is not, then the information of output recognition failures.
Preferably, further include：
Judgment module, is used for：Judge that the eye information is corresponded to after eye acts, before judging current time
Preset time period in whether have been recorded with corresponding time and the 3D information pair that prestores consistent with the 3D information of collection
The mark answered, if it is, exporting the recorded correspondence time and having completed the information registered, if it is not, then instruction institute
State module of registering and perform the record current time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection
The step of knowledge.
Preferably, further include：
First reminding module, is used for：If it is judged that same 3D information, which corresponds to the number that eye does not act, reaches pre-
If number, then corresponding prompting message is exported to preassigned management terminal.
Preferably, further include：
Second reminding module, is used for：Believe if it is judged that being not present in the 3D information prestored with the same 3D of collection
The number for ceasing consistent information reaches preset times, then exports corresponding prompting message to preassigned management terminal.
A kind of face is registered equipment, including：
Memory, for storing computer program；
Processor, realize during for performing the computer program any one of as above the face register method the step of.
A kind of computer-readable recording medium, is stored with computer program on the computer-readable recording medium, described
Realized when computer program is executed by processor any one of as above the face register method the step of.
Register method, apparatus, equipment and computer-readable recording medium, wherein this method the present invention provides a kind of face
Including：3D information and eye information using the collection of depth camera equipment positioned at the face of the people of predeterminated position；Judgement is deposited in advance
It whether there is the information consistent with the 3D information of collection in the 3D information of storage, if it is, judging that the eye information corresponds to eye
Whether portion acts, if the eye information corresponds to eye and acts, records current time and believes with the 3D of collection
The consistent corresponding mark of 3D information prestored of breath, if the eye information corresponds to eye and do not act, exports
The information of recognition failures；If it is not, then the information of output recognition failures.In technical solution provided in an embodiment of the present invention, utilize
Depth camera equipment collection positioned at predeterminated position people face 3D information and eye information, and then collection 3D information with
When any 3D information to prestore is unanimously and eye information shows that corresponding eye acts, the 3D information collected for this is corresponding
People registers, and otherwise, then refusal is registered for the corresponding people of 3D information collected；Thus, 3D information realizations are passed through
Authentication, can not only distinguish true man and photo by eye, and 3D information carries characteristic information and carried much larger than 2D images
Characteristic information, so as to considerably increase recognition of face precision.And prestore if there is no the 3D information with collecting is consistent
3D information and/or eye do not act, then export recognition failures information so that corresponding people can know mistake of registering
The information that loses and then realize respective operations, be convenient for users to operate.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing
There is attached drawing needed in technology description to be briefly described, it should be apparent that, drawings in the following description are only this
The embodiment of invention, for those of ordinary skill in the art, without creative efforts, can also basis
The attached drawing of offer obtains other attached drawings.
Fig. 1 is that a kind of face provided in an embodiment of the present invention is registered the flow chart of method；
Fig. 2 is that a kind of face provided in an embodiment of the present invention is registered the structure diagram of device.
Embodiment
Below in conjunction with the attached drawing in the embodiment of the present invention, the technical solution in the embodiment of the present invention is carried out clear, complete
Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, those of ordinary skill in the art are obtained every other without making creative work
Embodiment, belongs to the scope of protection of the invention.
Referring to Fig. 1, the flow chart for method of registering it illustrates a kind of face provided in an embodiment of the present invention, can wrap
Include：
S11：3D information and eye information using the collection of depth camera equipment positioned at the face of the people of predeterminated position.
It should be noted that face disclosed in the present application is registered, the execution subject of method can be corresponding device, equipment.
Predeterminated position can be the position for the face that depth camera equipment can photograph the people for needing to register, thus, it is possible to utilize
The face that depth camera equipment is pointed to the people of predeterminated position carries out information gathering.Depth camera equipment can be utilized in the application
Collection positioned at predeterminated position people face 3D information, and the 3D information specifically can include depth camera equipment with it is corresponding
The range information of each point (the corresponding points in position such as nose, brow ridge, eye, chin, maxilla can be included) of face, certainly also
The model of corresponding face can be restored as corresponding 3D information of the face etc. based on these range informations when needed,
Within protection scope of the present invention.It is further to note that the 3D information that the application can gather depth camera equipment
Corresponding face is identified, so that it is determined that the 3D information of face's different parts, and then the 3D information for the eye that will identify that is made
For eye information.
S12：It whether there is the information consistent with the 3D information of collection in the 3D information for judging to prestore, if it is,
Judge that eye information corresponds to whether eye acts, if eye information corresponds to eye and acts, record current time
And the corresponding mark of consistent with the 3D information of the collection 3D information prestored, do not moved if eye information corresponds to eye
Make, then export the information of recognition failures；If it is not, then the information of output recognition failures.
Wherein it is possible to gather the 3D information for the personnel face for allowing for registering using depth camera equipment and store；
Thus the 3D information can be compared with the 3D information to prestore when collecting 3D information, if deposited in the 3D information to prestore
In the consistent information of the 3D information with currently gathering, then the eye information for judging currently to gather corresponds to whether eye acts,
If it is, the corresponding artificial 3D information that allows for the people to register and collect of the 3D information that currently gathers of explanation is corresponding
It is true man, rather than photo, therefore records current time and the 3D information that prestores consistent with the 3D information of collection is corresponding
Mark, so as to complete registering for the people for allowing for registering；Otherwise, then illustrate that the 3D information counterpart personnels currently gathered are
Do not allow for the people to register and/or the 3D information that currently gathers it is corresponding be photo etc., therefore refusal realizes that it is registered, and
The information of recognition failures is exported, so that the corresponding people of 3D information currently gathered can know that it can not realize the knot registered
Fruit.
It is further to note that when the 3D information for confirming currently to gather and the whether consistent any 3D information to prestore,
Can be that depth camera equipment and the range information of each point of face are the first range information in the 3D information for confirming currently to gather,
The range information of depth camera equipment and each point of face is second distance information in any 3D information to prestore, if first away from
The ratio all same being divided by with corresponding points in second distance information is each put from information, then it is assumed that the first range information and
Second distance information is consistent, namely the 3D information currently gathered is consistent with the 3D information that this prestores, naturally it is also possible to according to reality
Need to confirm other determination methods, within the scope of the present invention.And determine whether eye moves based on eye information
Can be whether the eye information in the 3D information gathered in a period of time for judging to set previously according to actual needs is sent out when making
Changing (such as can be that whether depth camera equipment and the distance of eye change in this time), if it is, proving
The action that eye is blinked, namely eye act, and otherwise, then prove that eye does not act；It can also be based on eye
The eye information in a period of time is identified in ball tracer technique, determines whether corresponding eyeball is moved, if it is,
Prove that eye acts, otherwise, then prove that eye does not act；It can certainly confirm other judgements according to being actually needed
Method, within the scope of the present invention.
In addition, the depth camera equipment in the application can be the 3D picture pick-up devices such as TOF, structure light, and except gathering 3D
Information can utilize depth camera equipment to realize, other steps can be realized by setting SOC chip.
In technical solution provided in an embodiment of the present invention, the face using the collection of depth camera equipment positioned at the people of predeterminated position
The 3D information and eye information in portion, and then consistent and eye information shows pair with any 3D information to prestore in the 3D information of collection
When answering the eye to act, register for the corresponding people of 3D information collected, otherwise, then the 3D that refusal collects for this
The corresponding people of information registers；Thus, by 3D information realization authentications, whether can not only be acted by eye
Judgement and true man and photo are distinguished the characteristics of 3D information itself, and 3D information carries what characteristic information was carried much larger than 2D images
Characteristic information, so as to considerably increase the precision of registering realized by recognition of face when registering.And if there is no with collecting
The consistent 3D information to prestore of 3D information and/or eye do not act, then export the information of recognition failures so that corresponding
People can know the information for failure of registering and then realize respective operations, be convenient for users to operate.
A kind of face provided in an embodiment of the present invention is registered method, judges that eye information corresponds to eye and acts it
Afterwards, can also include：
Judge corresponding time and the 3D information with collection whether are had been recorded with the preset time period before current time
The consistent corresponding mark of 3D information prestored, if it is, exporting the recorded correspondence time and having completed to sign
The information arrived, if it is not, then execution record current time and the 3D information that prestores consistent with the 3D information of collection are corresponding
Mark the step of.
Wherein preset time period can be set according to actual needs, such as could be provided as 3 minutes；Believe with the 3D of collection
The mark of the consistent 3D information prestored of breath is then the mark for being currently needed for the personnel of registering, namely each needs the people to register
Member, mark and 3D information correspond, and the specific mark can include name, numbering of counterpart personnel etc.；If current time
There are corresponding time and the 3D that the prestores letter consistent with the 3D information of collection in the presence of record in preset time period before
Cease corresponding mark, i.e., the record of registering that there are the personnel for being currently needed for registering, even if then determining that eye acts,
Current time and corresponding mark are not re-recorded, in case the situation for repeating record waste of resource occurs.
A kind of face provided in an embodiment of the present invention is registered method, can also be included：
If it is judged that same 3D information, which corresponds to the number that eye does not act, reaches preset times, then output correspondence carries
Information of waking up is to preassigned management terminal.
Wherein preset times can be set according to actual needs, such as could be provided as 3 times；If continuous several times gather
To the corresponding 3D information of same personnel, and the eye of the personnel does not act every time, then can tentatively judge someone using photograph
Piece is registered to realize, therefore exports corresponding prompting message to preassigned management terminal corresponding with administrative staff, can be made
Obtain administrative staff and know the information in time, and then realize corresponding relevant operation, ensure that the validity registered.
A kind of face provided in an embodiment of the present invention is registered method, can also be included：
If it is judged that the number of the information consistent with the same 3D information of collection is not present in the 3D information prestored
Reach preset times, then export corresponding prompting message to preassigned management terminal.
If continuous several times collect the corresponding 3D information of same personnel, and the 3D information of the personnel is not present one every time
The 3D information prestored caused, then it may be other Migrant womens that can tentatively judge the personnel, therefore exports corresponding remind and believe
Breath enables to administrative staff to know the information, Jin Ershi in time to preassigned management terminal corresponding with administrative staff
Existing corresponding relevant operation, ensure that the system of registering corresponds to the security of enterprise or building.
The embodiment of the present invention additionally provides a kind of face and registers device, as shown in Fig. 2, can include：
Acquisition module 11, is used for：Using depth camera equipment collection positioned at predeterminated position people face 3D information and
Eye information；
Module of registering 12, is used for：It whether there is the letter consistent with the 3D information of collection in the 3D information for judging to prestore
Breath, if it is, judge that eye information corresponds to whether eye acts, if eye information corresponds to eye and acts,
Current time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection are recorded, if eye information corresponds to
Eye does not act, then exports the information of recognition failures；If it is not, then the information of output recognition failures.
A kind of face provided in an embodiment of the present invention is registered device, can also be included：
Judgment module, is used for：Judge that eye information is corresponded to after eye acts, it is pre- before judging current time
If the corresponding time whether is had been recorded with the period and the 3D information that prestores consistent with the 3D information of collection is corresponding
Mark, if it is, export the recorded correspondence time and completed the information registered, the mould if it is not, then instruction is registered
Block performs the step of record current time and the 3D information prestored consistent with the 3D information of collection corresponding mark.
A kind of face provided in an embodiment of the present invention is registered device, can also be included：
First reminding module, is used for：If it is judged that same 3D information, which corresponds to the number that eye does not act, reaches pre-
If number, then corresponding prompting message is exported to preassigned management terminal.
A kind of face provided in an embodiment of the present invention is registered device, can also be included：
Second reminding module, is used for：Believe if it is judged that being not present in the 3D information prestored with the same 3D of collection
The number for ceasing consistent information reaches preset times, then exports corresponding prompting message to preassigned management terminal.
The embodiment of the present invention additionally provides a kind of face and registers equipment, can include：
Memory, for storing computer program；
Processor, realize during for performing computer program any one of as above face register method the step of.
The embodiment of the present invention additionally provides a kind of computer-readable recording medium, is stored with computer-readable recording medium
Computer program, can be realized when computer program is executed by processor any one of as above face register method the step of.
A kind of face provided in an embodiment of the present invention is registered relevant portion in device, equipment and computer-readable recording medium
Explanation refer to a kind of face provided in an embodiment of the present invention and register the detailed description of corresponding part in method, it is no longer superfluous herein
State.In addition in above-mentioned technical proposal provided in an embodiment of the present invention with to correspond to technical solution realization principle in the prior art consistent
Part is simultaneously unspecified, in order to avoid excessively repeat.
The foregoing description of the disclosed embodiments, enables those skilled in the art to realize or use the present invention.To this
A variety of modifications of a little embodiments will be apparent for a person skilled in the art, and the general principles defined herein can
Without departing from the spirit or scope of the present invention, to realize in other embodiments.Therefore, the present invention will not be limited
The embodiments shown herein is formed on, and is to fit to consistent with the principles and novel features disclosed herein most wide
Scope.
Claims (10)
- A kind of method 1. face is registered, it is characterised in that including：3D information and eye information using the collection of depth camera equipment positioned at the face of the people of predeterminated position；It whether there is the information consistent with the 3D information of collection in the 3D information for judging to prestore, if it is, described in judging Eye information corresponds to whether eye acts, if the eye information corresponds to eye and acts, records current time And the corresponding mark of consistent with the 3D information of the collection 3D information prestored, if the eye information corresponds to eye and does not send out It is lively to make, then export the information of recognition failures；If it is not, then the information of output recognition failures.
- 2. according to the method described in claim 1, it is characterized in that, judge that the eye information corresponds to eye and acts it Afterwards, further include：Judge whether to have been recorded with corresponding time and consistent with the 3D information of collection in the preset time period before current time The corresponding mark of 3D information prestored, if it is, output recorded correspondence time and having completed what is registered Information, if it is not, then the execution record current time and the 3D information that prestores consistent with the 3D information of collection are corresponding Mark the step of.
- 3. according to the method described in claim 1, it is characterized in that, further include：If it is judged that same 3D information, which corresponds to the number that eye does not act, reaches preset times, then output is corresponding reminds letter Cease to preassigned management terminal.
- 4. according to the method described in claim 3, it is characterized in that, further include：If it is judged that the number in the 3D information prestored there is no the information consistent with the same 3D information of collection reaches Preset times, then export corresponding prompting message to preassigned management terminal.
- The device 5. a kind of face is registered, it is characterised in that including：Acquisition module, is used for：3D information and eye letter using the collection of depth camera equipment positioned at the face of the people of predeterminated position Breath；Register module, be used for：It whether there is the information consistent with the 3D information of collection in the 3D information for judging to prestore, if It is then to judge that the eye information corresponds to whether eye acts, if the eye information corresponds to eye and acts, Current time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection are recorded, if the eye information Corresponding eye does not act, then exports the information of recognition failures；If it is not, then the information of output recognition failures.
- 6. device according to claim 5, it is characterised in that further include：Judgment module, is used for：Judge that the eye information is corresponded to after eye acts, it is pre- before judging current time If the corresponding time whether is had been recorded with the period and the 3D information that prestores consistent with the 3D information of collection is corresponding Mark, if it is, exporting the recorded correspondence time and having completed the information registered, if it is not, then indicating the label The record current time and the corresponding mark of the 3D information that prestores consistent with the 3D information of collection are performed to module Step.
- 7. device according to claim 5, it is characterised in that further include：First reminding module, is used for：Reach default time if it is judged that same 3D information corresponds to the number that eye does not act Number, then export corresponding prompting message to preassigned management terminal.
- 8. device according to claim 7, it is characterised in that further include：Second reminding module, is used for：If it is judged that there is no the same 3D information one with collection in the 3D information prestored The number of the information of cause reaches preset times, then exports corresponding prompting message to preassigned management terminal.
- The equipment 9. a kind of face is registered, it is characterised in that including：Memory, for storing computer program；Processor, realizes that the face as described in any one of Claims 1-4 is registered method during for performing the computer program Step.
- 10. a kind of computer-readable recording medium, it is characterised in that be stored with computer on the computer-readable recording medium Program, realizes that the face as described in any one of Claims 1-4 is registered the step of method when the computer program is executed by processor Suddenly.
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| Application Number | Priority Date | Filing Date | Title |
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| CN201711364192.4A CN107993302A (en) | 2017-12-18 | 2017-12-18 | A kind of face is registered method, apparatus, equipment and computer-readable recording medium |
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| CN201711364192.4A CN107993302A (en) | 2017-12-18 | 2017-12-18 | A kind of face is registered method, apparatus, equipment and computer-readable recording medium |
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| CN201711364192.4A Pending CN107993302A (en) | 2017-12-18 | 2017-12-18 | A kind of face is registered method, apparatus, equipment and computer-readable recording medium |
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| CN109948508A (en) * | 2019-03-14 | 2019-06-28 | 深圳市趣创科技有限公司 | A kind of face recognition method and device |
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| CN105740779A (en) * | 2016-01-25 | 2016-07-06 | 北京天诚盛业科技有限公司 | Method and device for human face in-vivo detection |
| CN105976443A (en) * | 2016-04-28 | 2016-09-28 | 沈阳大学 | 3D camera face recognition attendance checking device |
| CN106295522A (en) * | 2016-07-29 | 2017-01-04 | 武汉理工大学 | A kind of two-stage anti-fraud detection method based on multi-orientation Face and environmental information |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
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| CN109003347A (en) * | 2018-07-20 | 2018-12-14 | 四川知格科技有限公司 | A kind of anti-cheating movable attendance checking terminal |
| CN109948508A (en) * | 2019-03-14 | 2019-06-28 | 深圳市趣创科技有限公司 | A kind of face recognition method and device |
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