CN109902531A - User management method, device, medium and electronic equipment - Google Patents
User management method, device, medium and electronic equipment Download PDFInfo
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- CN109902531A CN109902531A CN201711282114.XA CN201711282114A CN109902531A CN 109902531 A CN109902531 A CN 109902531A CN 201711282114 A CN201711282114 A CN 201711282114A CN 109902531 A CN109902531 A CN 109902531A
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Abstract
The present invention provides a kind of user management method, device, medium and electronic equipment, which includes: the facial image for acquiring user；The first image similar with the facial image is searched from image library；Interpolation amplification processing is carried out to the facial image according to the size of the first image, to obtain the second image identical with the size of the first image；Clear image is generated according to the first image and second image, to determine the information of the user based on the clear image.Technical solution of the present invention can realize the management to user by recognition of face, while can carry out repair process to collected blurred picture, and then the accuracy rate to user information identification can be improved.
Description
Technical field
The present invention relates to field of computer technology, in particular to a kind of user management method, device, medium and electricity
Sub- equipment.
Background technique
The operation situation that more and more merchant stores are managed member using smart machine, monitor shop at present, for
For member management, in addition to the granting of equity, the easy degree of process and interaction ease for use at user whether registered members
Key factor.
Currently, membership information management on the one hand need to record the information registered when member registration, on the other hand need to
Member provides member card, and when user exercises member's right, it needs to show corresponding member card or learns member card card number by heart, show
Right this mode can bring puzzlement to user to a certain extent, and then influence whether the resolution of user's registration member.
It should be noted that information is only used for reinforcing the reason to background of the invention disclosed in above-mentioned background technology part
Solution, therefore may include the information not constituted to the prior art known to persons of ordinary skill in the art.
Summary of the invention
The purpose of the present invention is to provide a kind of user management method, device, medium and electronic equipments, and then at least one
Determine to overcome the problems, such as in degree caused by the limitation and defect due to the relevant technologies one or more.
Other characteristics and advantages of the invention will be apparent from by the following detailed description, or partially by the present invention
Practice and acquistion.
According to the first aspect of the invention, a kind of user management method is provided, comprising: acquire the facial image of user；
The first image similar with the facial image is searched from image library；According to the size of the first image to the face figure
As carrying out interpolation amplification processing, to obtain the second image identical with the size of the first image；According to the first image
Clear image is generated with second image, to determine the information of the user based on the clear image.
In some embodiments of the invention, aforementioned schemes are based on, it is raw according to the first image and second image
At clear image, comprising: carry out repair process to the first image, obtain third image；Based on neural network to described
Two images carry out pixel filling processing, obtain the 4th image；According to the third image and the 4th image synthesis
Clear image.
In some embodiments of the invention, aforementioned schemes are based on, are being searched and the facial image phase from image library
As before the first image, further includes: judge whether continuous collecting reaches pre- timing to the duration of facial image of the user
It is long；In the case where determining that the duration of continuous collecting to the facial image is not up to the scheduled duration, then from image library
Search the first image similar with the facial image.
In some embodiments of the invention, aforementioned schemes, the user management method are based on further include: determining to hold
In the case that the continuous duration for collecting the facial image reaches the scheduled duration, the use is identified according to the facial image
Whether family is registration user；If recognizing the user as registration user, information associated with the user is obtained.
In some embodiments of the invention, aforementioned schemes are based on, information associated with the user includes: according to institute
State user's portrait information that the behavioral data of user determines.
In some embodiments of the invention, aforementioned schemes, the user management method further include: if recognizing are based on
The user is registration user, then pushes sales promotion information and/or excellent to the user according to information associated with the user
Favour information.
In some embodiments of the invention, aforementioned schemes, the user management method further include: if recognizing are based on
The user is non-registered users, then the user is prompted to register.
In some embodiments of the invention, aforementioned schemes are based on, whether the user is identified according to the facial image
To register user, comprising: judge whether to be matched in stored registration user images and be consistent with the facial image
Image；If being matched to the image being consistent with the facial image, it is determined that the user be registration user, otherwise determine described in
User is non-registered users.
In some embodiments of the invention, aforementioned schemes are based on, whether the user is identified according to the facial image
To register user, comprising: the facial image is sent to designated equipment, so that the designated equipment is according to the facial image
Judge whether the user is registration user；The judging result that the designated equipment returns is received, is known according to the judging result
Whether the not described user is registration user.
In some embodiments of the invention, aforementioned schemes are based on, the clear image is based on, obtains the letter of the user
Breath, comprising: extract the face characteristic in the clear image, according to the face characteristic determine the user age bracket and/
Or gender information.
According to the second aspect of the invention, a kind of user management device is provided, comprising: acquisition unit is used for acquiring
The facial image at family；Searching unit, for searching the first image similar with the facial image from image library；Amplification is single
Member, for carrying out interpolation amplification processing to the facial image according to the size of the first image, to obtain and described first
Identical second image of the size of image；Processing unit, it is clear for being generated according to the first image and second image
Image, to determine the information of the user based on the clear image.
According to the third aspect of the invention we, a kind of computer-readable medium is provided, computer program is stored thereon with, institute
State the user management method realized as described in first aspect in above-described embodiment when program is executed by processor.
According to the fourth aspect of the invention, a kind of electronic equipment is provided, comprising: one or more processors；Storage dress
It sets, for storing one or more programs, when one or more of programs are executed by one or more of processors, makes
Obtain user management method of one or more of processors realizations as described in first aspect in above-described embodiment.
In the technical solution provided by some embodiments of the present invention, by being searched and facial image phase from image library
As the first image, and according to the size of the first image to facial image carry out interpolation amplification processing, to obtain and the first image
Identical second image of size, and then clear image is generated based on the first image and the second image, made it possible to collecting
Blurred picture carry out repair process, and then can be improved the identification to user information (such as age bracket and/or gender information) standard
True rate.
In the technical solution provided by some embodiments of the present invention, by determining face of the continuous collecting to user
When the duration of image is not up to scheduled duration, collected facial image is handled, with obtain user age bracket and/or
Gender information makes it possible to realize the analysis to flow of the people and instant objective group, and then achievees the purpose that precision marketing.
In the technical solution provided by some embodiments of the present invention, by determining face of the continuous collecting to user
When the duration of image reaches scheduled duration, identifies whether user is registration user according to collected facial image, make it possible to
It determines the opportunity for carrying out registration user's identification, avoids all carrying out collected face images the identification of registration user and shadow
It rings the experience of user and influences the process performance of system.
In the technical solution provided by some embodiments of the present invention, by the facial image of acquisition user, and according to
When collected facial image recognizes user's non-registered users, information associated with the user is obtained, so that being registered
And when user management, can determine whether user is registration user by the acquisition and identification of facial image, so that with
Family is not necessarily to carry the member card of papery or learns member card card number by heart to exercise member's right, facilitates the operating process of user, and
And the technical solution of the embodiment of the present invention is also able to ascend user and registers the interactivity of Subscriber Management System, allows users to
It conveniently checks the information of oneself, and then user's registration rate can be promoted to a certain extent.
It should be understood that above general description and following detailed description be only it is exemplary and explanatory, not
It can the limitation present invention.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows and meets implementation of the invention
Example, and be used to explain the principle of the present invention together with specification.It should be evident that the accompanying drawings in the following description is only the present invention
Some embodiments for those of ordinary skill in the art without creative efforts, can also basis
These attached drawings obtain other attached drawings.In the accompanying drawings:
Fig. 1 diagrammatically illustrates the flow chart of user management method according to first embodiment of the invention；
Fig. 2 diagrammatically illustrates the flow chart of the user management method of second embodiment according to the present invention；
Fig. 3 diagrammatically illustrates the flow chart of the user management method of third embodiment according to the present invention；
Fig. 4 diagrammatically illustrates the flow chart of the user management method of the 4th embodiment according to the present invention；
Fig. 5 diagrammatically illustrates the flow chart according to an embodiment of the invention handled facial image；
Fig. 6 diagrammatically illustrates the flow chart of the user management method of the 5th embodiment according to the present invention；
Fig. 7 diagrammatically illustrates the block diagram of the intelligent terminal of embodiment according to the present invention；
Fig. 8 diagrammatically illustrates the block diagram of the server of embodiment according to the present invention；
Fig. 9 show embodiment according to the present invention facial image is handled obtain the process of more visible image
Schematic diagram；
Figure 10 show embodiment according to the present invention facial image is handled obtain the effect of more visible image
Fruit schematic diagram；
Figure 11 shows an interface schematic diagram of member's Input Process of embodiment according to the present invention；
Figure 12 shows another interface schematic diagram of member's Input Process of embodiment according to the present invention；
Figure 13 shows the interface schematic diagram of the displaying membership information of embodiment according to the present invention；
Figure 14 diagrammatically illustrates the block diagram of user management device according to an embodiment of the invention；
Figure 15 shows the structural schematic diagram for being suitable for the computer system for the electronic equipment for being used to realize the embodiment of the present invention.
Specific embodiment
Example embodiment is described more fully with reference to the drawings.However, example embodiment can be with a variety of shapes
Formula is implemented, and is not understood as limited to example set forth herein；On the contrary, thesing embodiments are provided so that the present invention will more
Fully and completely, and by the design of example embodiment comprehensively it is communicated to those skilled in the art.
In addition, described feature, structure or characteristic can be incorporated in one or more implementations in any suitable manner
In example.In the following description, many details are provided to provide and fully understand to the embodiment of the present invention.However,
It will be appreciated by persons skilled in the art that technical solution of the present invention can be practiced without one or more in specific detail,
Or it can be using other methods, constituent element, device, step etc..In other cases, it is not shown in detail or describes known side
Method, device, realization or operation are to avoid fuzzy each aspect of the present invention.
Block diagram shown in the drawings is only functional entity, not necessarily must be corresponding with physically separate entity.
I.e., it is possible to realize these functional entitys using software form, or realized in one or more hardware modules or integrated circuit
These functional entitys, or these functional entitys are realized in heterogeneous networks and/or processor device and/or microcontroller device.
Flow chart shown in the drawings is merely illustrative, it is not necessary to including all content and operation/step,
It is not required to execute by described sequence.For example, some operation/steps can also decompose, and some operation/steps can close
And or part merge, therefore the sequence actually executed is possible to change according to the actual situation.
Fig. 1 diagrammatically illustrates the flow chart of user management method according to first embodiment of the invention.
Shown in referring to Fig.1, user management method according to first embodiment of the invention includes the following steps:
Step S110 acquires the facial image of user.
Step S120 searches the first image similar with the facial image from image library.
Step S130 carries out interpolation amplification processing to the facial image according to the size of the first image, to obtain
The second image identical with the size of the first image.
Step S140 generates clear image according to the first image and second image, to be based on the clear figure
Information as determining the user.Wherein, the information of user can be age bracket and/or the gender information of user.
In one embodiment of the invention, clear image is generated according to the first image and the second image in step S140
Process includes: to carry out repair process to the first image, obtains third image；Based on neural network to second image into
Row pixel filling processing, obtains the 4th image；The clear image is synthesized according to the third image and the 4th image.
In one embodiment of the invention, the information of the user is obtained in step S140 based on the clear image,
Include: the face characteristic extracted in the clear image, the age bracket and/or property of the user are determined according to the face characteristic
Other information.
User management method shown in FIG. 1 makes it possible to carry out repair process to collected blurred picture, and then can be with
Improve the accuracy rate identified to user information (such as age bracket and/or gender information).It should be noted that user shown in FIG. 1
The executing subject of management method can be terminal, be also possible to server.When executing subject is terminal, terminal can be by taking the photograph
As the facial image of head acquisition user；When executing subject is server, server can acquire user by user terminal
Facial image, i.e. the facial image of acquisition is sent to server by user terminal.
In one embodiment of the invention, referring to shown in Fig. 2, before step S120 further include: step S111, judgement
Whether the duration of facial image of continuous collecting to the user reach scheduled duration；Determining continuous collecting to the face figure
In the case that the duration of picture is not up to the scheduled duration, then execute step S120.
In this embodiment, scheduled duration is not up to by the duration of the facial image in judgement continuous collecting to user
When, collected facial image is handled, to obtain age bracket and/or the gender information of user, makes it possible to realization pair
Flow of the people and the immediately analysis of objective group, and then achieve the purpose that precision marketing.
In one embodiment of the invention, referring to shown in Fig. 2, further includes: step S112 is determining continuous collecting to institute
State facial image duration reach the scheduled duration in the case where, identify whether the user is note according to the facial image
Volume user.
In this embodiment, when reaching scheduled duration by the duration of the facial image in judgement continuous collecting to user,
According to collected facial image identify user whether be registration user, permit a determination that carry out registration user identification when
Machine avoids the identification that collected face images are all carried out with registration user and influences the experience of user and influence system
Process performance.
In one embodiment of the invention, it if recognizing the user as registration user, obtains and user's phase
Associated information.Optionally, information associated with the user includes: the user determined according to the behavioral data of the user
Information, such as historical trace, consumption preferences, the financial business data done shopping of drawing a portrait etc..
In addition, in an embodiment of the present invention, the user management method further include: infused if recognizing the user
Volume is member, then pushes sales promotion information and/or favor information to the user according to the information of the user.
In one embodiment of the invention, if recognize the user be non-registered users, prompt the user into
Row registration.
In an embodiment of the present invention, identify whether user is that registration user can have according to facial image in step S112
The following two kinds concrete implementation mode:
Implementation one:
Judge whether the image being consistent with the facial image can be matched in stored registration user images；If
It is matched to the image being consistent with the facial image, it is determined that the user is registration user, otherwise determines that the user is not
Register user.
It should be noted that can acquire and store the facial image of user when user's registration, and then can be based on depositing
The facial image of storage is identified.
Implementation two:
The facial image is sent to designated equipment, so that the designated equipment is according to facial image judgement
Whether user is registration user；The judging result that the designated equipment returns is received, the use is identified according to the judging result
Whether family is registration user.
It should be understood that designated equipment can be server.It, can be by collected face figure in implementation two
As being sent to server, judge whether user is registered by server.
Fig. 3 diagrammatically illustrates the flow chart of the user management method of third embodiment according to the present invention.
Referring to shown in Fig. 3, the user management method of third embodiment according to the present invention includes the following steps:
Step S30 acquires the facial image of user.
In an embodiment of the present invention, the facial image of user can be acquired by camera.
Step S32 identifies whether the user is registered for member according to the facial image.
In an embodiment of the present invention, step S32 can have the following two kinds concrete implementation mode:
Implementation one:
In an exemplary embodiment of the present invention, whether step S32 includes: to judge in stored member's image
It is matched to the member's image being consistent with the facial image；If being matched to the member's image being consistent with the facial image, really
The registered fixed user is member, otherwise determines that the user is unregistered for member.
It should be noted that can acquire and store the facial image of user, and then can be with base as user's registration member
Member's identification is carried out in the facial image of storage.
Implementation two:
In an exemplary embodiment of the present invention, step S32 includes: that the facial image is sent to server, for
The server judges whether the user is registered for member according to the facial image；Receive sentencing for the server return
Break as a result, identifying whether the user is registered for member according to the judging result.
In implementation two, collected facial image can be sent to server, user is judged by server
It is whether registered for member.
Step S34 obtains and shows the information of the user if it is member that it is registered, which to recognize the user,.
In an exemplary embodiment of the present invention, the information that the user is obtained in step S34 includes: to look into from database
Ask information associated with the user；Or receive the information associated with the user that the server is sent.Obtain
The information of user is also possible to directly from database what inquiry obtained, is also possible to receive from server.
It should be noted that obtaining and the user information that shows can be and be drawn according to the user that the behavioral data of user determines
As information, such as historical trace, consumption preferences, the financial business data done shopping etc..
In addition, in an embodiment of the present invention, the user management method further include: infused if recognizing the user
Volume is member, then pushes sales promotion information and/or favor information to the user according to the information of the user.
Referring to shown in Fig. 4, the user management method of the 4th embodiment according to the present invention, in addition to comprising shown in Fig. 3
Step S30, S32 and S34 except, further include step S36, if it is unregistered for member to recognize the user, prompt described in
User carries out member registration.
According to an embodiment of the invention, can also include: to sentence on the basis of Fig. 3 and user management method shown in Fig. 4
Whether the duration of facial image of the disconnected continuous collecting to the user reaches scheduled duration；Determining continuous collecting to the user
The duration of facial image when reaching the scheduled duration, then execute step S32 shown in Fig. 3 and Fig. 4, i.e., according to the people
Face image identifies whether the user is registered for member.The technical solution of the embodiment can determine carry out member's identification when
Machine avoids all carrying out member's identification to collected face images and influencing the experience of user and influence the treatability of system
Energy.
Optionally, in an embodiment of the present invention, when the duration for determining continuous collecting to the facial image is not up to institute
When stating scheduled duration, the user management method further include: according to the facial image identify the user age bracket and/or
Gender information, and store age bracket and/or the gender information of the user recognized；Or the facial image is sent to clothes
Business device, so that the server identifies age bracket and/or the gender information of the user.The technical solution of the embodiment makes it possible to
Enough analyses realized to flow of the people and instant objective group, and then achieve the purpose that precision marketing.
In an embodiment of the present invention, the year of the user is identified described in above-described embodiment according to the facial image
Age section and/or gender information, comprising: the facial image is handled, to obtain clear image；Extract the clear image
In face characteristic；Age bracket and/or the gender information of the user are identified according to the face characteristic.
Fig. 5 diagrammatically illustrates the flow chart according to an embodiment of the invention handled facial image, tool
Body includes:
Step S501 searches similar with the facial image the first image from image library, to the first image into
Row repair process obtains the second image.
It should be noted that image library includes the image library in local image library and/or network, due to carrying out to image
The purpose of processing is the age bracket and/or gender information in order to identify user, therefore can be searched from image library and the people
Similar first image of face image, to assist carrying out the identification of age bracket and/or gender information.
Step S502 carries out interpolation amplification processing to the facial image according to the size of the first image, to obtain
Third image identical with the size of the first image, and pixel filling is carried out to the third image based on neural network
Processing, obtains the 4th image.
Step S503 is based on second image and the 4th image, generates the clear image.
The technical solution of embodiment illustrated in fig. 5 makes it possible to carry out repair process, Jin Erti to collected blurred picture
Recognition accuracy of the height to age of user section and/or gender information.
It should be noted that the executing subject of technical solution of Fig. 3 to embodiment illustrated in fig. 5 can be intelligent terminal.
Fig. 6 diagrammatically illustrates the flow chart of the user management method of the 5th embodiment according to the present invention.
Referring to shown in Fig. 6, the user management method of the 5th embodiment according to the present invention includes the following steps:
Step S601 receives the facial image that designated equipment is sent.
In an embodiment of the present invention, designated equipment can be the intelligent terminal of acquisition facial image.
Step S602 judges whether corresponding user is registered for member according to the facial image, to obtain judgement knot
Fruit.
In an exemplary embodiment of the present invention, whether step S602 includes: to judge in stored member's image
Enough it is matched to the member's image being consistent with the facial image；If being matched to the member's image being consistent with the facial image,
It determines that the user is registered for member, otherwise determines that the user is unregistered for member.
It should be noted that can acquire and store the facial image of user, and then can be with base as user's registration member
Member's identification is carried out in the facial image of storage.
The judging result is fed back to the designated equipment by step S603.
In an embodiment of the present invention, by the way that judging result is fed back to designated equipment, enable designated equipment according to
In some embodiments of the invention, aforementioned schemes, the user management method are based on further include: judgement continues
Whether the duration for receiving the facial image for the same user that the designated equipment is sent reaches scheduled duration；Determining persistently to connect
When receiving the duration of the facial image of the same user and reaching the scheduled duration, user is judged further according to the facial image
It is whether registered for member.The technical solution of the embodiment can determine the opportunity for carrying out member's identification, avoid to collected
Face images all carry out member's identification and influence the experience of user and influence the process performance of system.
Optionally, in an embodiment of the present invention, when determine persistently receive the same user facial image when
When the long not up to scheduled duration, the user management method further include: identify the user's according to the facial image
Age bracket and/or gender information, and store age bracket and/or the gender information of the user recognized.The skill of the embodiment
Art scheme makes it possible to realize to flow of the people and the analysis of objective group immediately, and then achievees the purpose that precision marketing.
In some embodiments of the invention, aforementioned schemes, the user management method further include: according to institute are based on
State facial image determine the user it is registered for member when, obtain information associated with the user；It will be with the user
Associated information is sent to the designated equipment, so that the designated equipment shows information associated with the user.
It should be noted that information associated with the user can be the user's portrait determined according to the behavioral data of user
Information, such as historical trace, consumption preferences, the financial business data done shopping etc..
It should be noted that the executing subject of the technical solution of embodiment illustrated in fig. 6 can be server.
Above-described embodiment respectively from the angle of intelligent terminal and server to the user management method of the embodiment of the present invention into
Explanation is gone, the angle combined below with intelligent terminal and server explains the technical solution of the embodiment of the present invention in detail
It states.
Referring to shown in Fig. 7, the intelligent terminal of embodiment according to the present invention, comprising: terminal main control module, power module,
Camera module and voice module.
Wherein, power module is used to power to intelligent terminal.Camera module is used to shoot the facial image of user, suitable
The facial image of user is grabbed in the environment of and is transmitted to server carries out customer analysis.The facial image of acquisition can be
Base64 image, frequency can be primary for every 0.1 second.Voice module is used to carry out human-computer interaction with user.
Referring to shown in Fig. 8, the server of embodiment according to the present invention, comprising: main control module, face recognition module, spy
Levy analysis module, match cognization module, voice synthetic module, transceiver module, data memory module.
Wherein, face recognition module is identified for receiving the facial image transmitted from intelligent terminal, and is extracted
Feature therein.Optionally, face recognition module can be based on Fast RCNN (quick specific region convolutional Neural network) algorithm
Carry out recognition of face.
This part may include two aspect contents: 1, member's login or member's typing；2, objective cluster analysis immediately.
1, member logs in or member's typing, when member logs in or when member's typing, collected facial image be usually compared with
Clearly Static Human Face image, therefore can use the classification that Fast RCNN does face.
2, objective cluster analysis immediately.
It is limited to the shooting ability that customer in shop quickly walks about with camera itself, the face largely captured
For fuzzy or excessively sparse image.It first to be pre-processed at this time, be more visible facial image by image restoring, so as to
In carrying out more, accurately age and sex-screening, auxiliary businessman carry out objective cluster analysis.Wherein, to image handled to obtain compared with
Clearly the process of facial image is specific as shown in figure 9, key step is as follows:
(1) photo that sends over of intelligent terminal is obtained, normalized to 8*8 pixel, the image after normalized
It is denoted as original image.
(2) it is that original image matches one high pixel photo using regulating networks, obtains a big figure most like with original image.So
Big figure is handled afterwards, for example 256 can be generated by the 18-30 low resolution ResNet segment and transposition convolutional layer of series
Color estimates channel to each pixel, to handle the big figure being matched to.
It, can be with when original image is input in database it should be understood that regulating networks are a scoring matching networks
The maximum figure of score value is obtained by way of scoring, which is the big figure most like with original image being matched to.
(3) increase high definition details into original image using pixel neural network.Specifically, there are four filtering for pixel neural network
Device, the types of this four filters be before training obtain (different picture types have different mode, are classified as four kinds of moulds
Formula), when being handled, original image is first carried out interpolation amplification processing, the figure after enhanced processing is then divided into several blocks,
According to its probability for belonging to one of mode of the pixel branch mode computation of each block, the filter being most consistent after calculating
It is filtered conversion, and then for filling up the figure after enhanced processing.
(4) image after regulating networks and pixel Processing with Neural Network is subjected to joint fortune finally by softmax algorithm
It calculates, obtains relatively clear picture.
The effect picture obtained after handling by the above process is as shown in Figure 10, it is seen then that through the processing of the embodiment of the present invention
Method can will be fuzzy or excessively sparse image restoring be more visible facial image, and then be convenient for more accurately year
Age and sex-screening.
With continued reference to shown in Fig. 8, the characteristics analysis module in server is used to obtain extracted feature or processing
Facial image carry out age, sex-screening, and stored, to be used for objective cluster analysis.
Match cognization module is for the information stored in facial image and database to be compared, whether to determine user
Registered is member, unique subscriber PIN code is returned to if comparing successfully, corresponding PIN code is user data label and personal letter
Breath.If corresponding membership information can not be retrieved in database, the information of the new user of typing is returned.
Voice synthetic module and transceiver module, which are used to be used as on propelling data to intelligent terminal, shows membership information, and realizes
The function of being interacted with user.
In an embodiment of the present invention, it is as follows to realize that the scheme of user management specifically includes for intelligent terminal and server cooperation
Several steps:
Step 1: intelligent terminal starting camera module is uninterruptedly scanned, and is intercepted when capturing face information
And it is transmitted to server, the facial image that server transmits intelligent terminal is analyzed and processed, and it is corresponding then to obtain face
The information is transmitted to database and saved by age and gender information.
It is more than certain time (such as 1.5 seconds to 2.5 seconds) that face is stopped before intelligent terminal if they are the same, then enters member and identify
Step.If user not registered members, are determined as Stochastic Customer, and then can acquire face and carry out objective cluster analysis.
Step 2: when triggering member's identification process, server carries out Fast RCNN identification to face, if in the database
Corresponding face is not matched, then enters member's Input Process.It the interface of member's Input Process can be as shown in figure 11.
Step 3: intelligent terminal two-dimensional code display, scanning input two dimensional code jump member and bind the page, and specific interface is such as
Shown in Figure 12.After membership information binding success, server can recognize user's corresponding PIN code in the database.
Step 4:, can be according to the PIN code of user from database if server goes out corresponding face in database matching
The corresponding userspersonal information of the PIN code is retrieved, historical trace, consumption including user's shopping (on line and/or under line) are inclined
Good, financial business data etc..Several data labels are classified as by this information, obtain user's portrait, and be sent to intelligent terminal and opened up
Show.Bandwagon effect can be as shown in figure 13.
Step 5: for the registered user for member, server retrieves promotion corresponding to its personal data label and excellent
Favour information, is then shown on intelligent terminal screen or is converted to audio file by acoustic coded technology and push to intelligent terminal
On (such as intelligent terminal of acquisition user's facial image or the mobile terminal of user oneself).
In addition to above step, in an embodiment of the present invention, database can be divided into member database and non-member's number
According to library, member database provides commercial product recommending and promotional offer personalized, customize, non-member's database by Sex, Age into
Row statistics, more fully carrys out shop customer analysis in order to which businessman does in background system.
Figure 14 diagrammatically illustrates the block diagram of user management device according to first embodiment of the invention.
Referring to Fig.1 shown in 4, user management device 1200 according to first embodiment of the invention, comprising: acquisition unit
1402, searching unit 1404, amplifying unit 1406 and processing unit 1408.
Wherein, acquisition unit 1402 is used to acquire the facial image of user；Searching unit 1404 from image library for looking into
Look for the first image similar with the facial image；Amplifying unit 1406 is used for the size according to the first image to the people
Face image carries out interpolation amplification processing, to obtain the second image identical with the size of the first image；Processing unit 1408
For generating clear image according to the first image and second image, to determine the user based on the clear image
Information.
In some embodiments of the invention, aforementioned schemes are based on, processing unit 1408 is configured that the first image
Repair process is carried out, third image is obtained；Pixel filling processing is carried out to second image based on neural network, obtains the
Four images；The clear image is synthesized according to the third image and the 4th image.
In some embodiments of the invention, aforementioned schemes are based on, further includes: judging unit, in searching unit
1404 before searching similar with the facial image the first image in image library, judge continuous collecting to the user people
Whether the duration of face image reaches scheduled duration；
The searching unit 1404 be used for the judging unit determine continuous collecting to the facial image duration not
In the case where reaching the scheduled duration, then the first image similar with the facial image is searched from image library.
In some embodiments of the invention, aforementioned schemes are based on, further includes: recognition unit, for single in the judgement
In the case that member determines that the duration of continuous collecting to the facial image reaches the scheduled duration, known according to the facial image
Whether the not described user is registration user；Acquiring unit, for recognizing the user in the recognition unit as registration user
When, obtain information associated with the user.
In some embodiments of the invention, aforementioned schemes are based on, information associated with the user includes: according to institute
State user's portrait information that the behavioral data of user determines.
In some embodiments of the invention, aforementioned schemes are based on, further includes: push unit, for single in the identification
When member recognizes the user to register user, sales promotion information is pushed to the user according to information associated with the user
And/or favor information.
In some embodiments of the invention, aforementioned schemes are based on, further includes: prompt unit, for single in the identification
Member recognize the user be non-registered users when, prompt the user to register.
In some embodiments of the invention, aforementioned schemes, the identification cell configuration are as follows: judge stored are based on
Whether the image being consistent with the facial image can be matched in registration user images；If being matched to and the facial image phase
The image of symbol, it is determined that the user is registration user, otherwise determines that the user is non-registered users.
In some embodiments of the invention, aforementioned schemes, the identification cell configuration are as follows: by the facial image are based on
It is sent to designated equipment, so that the designated equipment judges whether the user is registration user according to the facial image；It connects
The judging result that the designated equipment returns is received, identifies whether the user is registration user according to the judging result.
In some embodiments of the invention, aforementioned schemes are based on, the processing unit, which is configured that, extracts the clear figure
Face characteristic as in, age bracket and/or the gender information of the user are determined according to the face characteristic.
Below with reference to Figure 15, it illustrates the computer systems for the electronic equipment for being suitable for being used to realize the embodiment of the present invention
1500 structural schematic diagram.The computer system 1500 of electronic equipment shown in Figure 15 is only an example, should not be to the present invention
The function and use scope of embodiment bring any restrictions.
As shown in figure 15, computer system 1500 include central processing unit (CPU) 1501, can according to be stored in only
It reads the program in memory (ROM) 1502 or is loaded into random access storage device (RAM) 1503 from storage section 1508
Program and execute various movements appropriate and processing.In RAM 1503, be also stored with various programs needed for system operatio and
Data.CPU 1501, ROM 1502 and RAM 1503 are connected with each other by bus 1504.Input/output (I/O) interface 1505
It is also connected to bus 1504.
I/O interface 1505 is connected to lower component: the importation 1506 including keyboard, mouse etc.；Including such as cathode
The output par, c 1507 of ray tube (CRT), liquid crystal display (LCD) etc. and loudspeaker etc.；Storage section including hard disk etc.
1508；And the communications portion 1509 of the network interface card including LAN card, modem etc..Communications portion 1509 passes through
Communication process is executed by the network of such as internet.Driver 1510 is also connected to I/O interface 1505 as needed.It is detachable to be situated between
Matter 1511, such as disk, CD, magneto-optic disk, semiconductor memory etc. are mounted on as needed on driver 1510, so as to
In being mounted into storage section 1508 as needed from the computer program read thereon.
Particularly, according to an embodiment of the invention, may be implemented as computer above with reference to the process of flow chart description
Software program.For example, the embodiment of the present invention includes a kind of computer program product comprising be carried on computer-readable medium
On computer program, which includes the program code for method shown in execution flow chart.In such reality
It applies in example, which can be downloaded and installed from network by communications portion 1509, and/or from detachable media
1511 are mounted.When the computer program is executed by central processing unit (CPU) 1501, executes in the system of the application and limit
Above-mentioned function.
It should be noted that computer-readable medium shown in the present invention can be computer-readable signal media or meter
Calculation machine readable storage medium storing program for executing either the two any combination.Computer readable storage medium for example can be --- but not
Be limited to --- electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor system, device or device, or any above combination.Meter
The more specific example of calculation machine readable storage medium storing program for executing can include but is not limited to: have the electrical connection, just of one or more conducting wires
Taking formula computer disk, hard disk, random access storage device (RAM), read-only memory (ROM), erasable type may be programmed read-only storage
Device (EPROM or flash memory), optical fiber, portable compact disc read-only memory (CD-ROM), light storage device, magnetic memory device,
Or above-mentioned any appropriate combination.In the present invention, computer readable storage medium can be it is any include or storage journey
The tangible medium of sequence, the program can be commanded execution system, device or device use or in connection.And at this
In invention, computer-readable signal media may include in a base band or as carrier wave a part propagate data-signal,
Wherein carry computer-readable program code.The data-signal of this propagation can take various forms, including but unlimited
In electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be that computer can
Any computer-readable medium other than storage medium is read, which can send, propagates or transmit and be used for
By the use of instruction execution system, device or device or program in connection.Include on computer-readable medium
Program code can transmit with any suitable medium, including but not limited to: wireless, electric wire, optical cable, RF etc. are above-mentioned
Any appropriate combination.
Flow chart and block diagram in attached drawing are illustrated according to the system of various embodiments of the invention, method and computer journey
The architecture, function and operation in the cards of sequence product.In this regard, each box in flowchart or block diagram can generation
A part of one module, program segment or code of table, a part of above-mentioned module, program segment or code include one or more
Executable instruction for implementing the specified logical function.It should also be noted that in some implementations as replacements, institute in box
The function of mark can also occur in a different order than that indicated in the drawings.For example, two boxes succeedingly indicated are practical
On can be basically executed in parallel, they can also be executed in the opposite order sometimes, and this depends on the function involved.Also it wants
It is noted that the combination of each box in block diagram or flow chart and the box in block diagram or flow chart, can use and execute rule
The dedicated hardware based systems of fixed functions or operations is realized, or can use the group of specialized hardware and computer instruction
It closes to realize.
Being described in unit involved in the embodiment of the present invention can be realized by way of software, can also be by hard
The mode of part realizes that described unit also can be set in the processor.Wherein, the title of these units is in certain situation
Under do not constitute restriction to the unit itself.
As on the other hand, present invention also provides a kind of computer-readable medium, which be can be
Included in electronic equipment described in above-described embodiment；It is also possible to individualism, and without in the supplying electronic equipment.
Above-mentioned computer-readable medium carries one or more program, when the electronics is set by one for said one or multiple programs
When standby execution, so that the electronic equipment realizes such as above-mentioned user management method as described in the examples.
For example, the electronic equipment may be implemented as shown in Figure 1: step S110 acquires the facial image of user；Step
Rapid S120 searches the first image similar with the facial image from image library；Step S130, according to the first image
Size carries out interpolation amplification processing to the facial image, to obtain the second image identical with the size of the first image；
Step S140 generates clear image according to the first image and second image, to determine institute based on the clear image
State the information of user.
For another example, each step as shown in Fig. 2 to Fig. 6 may be implemented in the electronic equipment.
It should be noted that although being referred to several modules or list for acting the equipment executed in the above detailed description
Member, but this division is not enforceable.In fact, embodiment according to the present invention, it is above-described two or more
Module or the feature and function of unit can embody in a module or unit.Conversely, an above-described mould
The feature and function of block or unit can be to be embodied by multiple modules or unit with further division.
Through the above description of the embodiments, those skilled in the art is it can be readily appreciated that example described herein is implemented
Mode can also be realized by software realization in such a way that software is in conjunction with necessary hardware.Therefore, according to the present invention
The technical solution of embodiment can be embodied in the form of software products, which can store non-volatile at one
Property storage medium (can be CD-ROM, USB flash disk, mobile hard disk etc.) in or network on, including some instructions are so that a calculating
Equipment (can be personal computer, server, touch control terminal or network equipment etc.) executes embodiment according to the present invention
Method.
Those skilled in the art after considering the specification and implementing the invention disclosed here, will readily occur to of the invention its
Its embodiment.This application is intended to cover any variations, uses, or adaptations of the invention, these modifications, purposes or
Person's adaptive change follows general principle of the invention and including the undocumented common knowledge in the art of the present invention
Or conventional techniques.The description and examples are only to be considered as illustrative, and true scope and spirit of the invention are by following
Claim is pointed out.
It should be understood that the present invention is not limited to the precise structure already described above and shown in the accompanying drawings, and
And various modifications and changes may be made without departing from the scope thereof.The scope of the present invention is limited only by the attached claims.
Claims (13)
1. a kind of user management method characterized by comprising
Acquire the facial image of user；
The first image similar with the facial image is searched from image library；
Interpolation amplification processing is carried out to the facial image according to the size of the first image, to obtain and the first image
Identical second image of size；
Clear image is generated according to the first image and second image, to determine the user based on the clear image
Information.
2. user management method according to claim 1, which is characterized in that according to the first image and second figure
As generating clear image, comprising:
Repair process is carried out to the first image, obtains third image；
Pixel filling processing is carried out to second image based on neural network, obtains the 4th image；
The clear image is synthesized according to the third image and the 4th image.
3. user management method according to claim 1, which is characterized in that searched and the face figure from image library
Before similar first image, further includes: judge whether continuous collecting reaches pre- to the duration of facial image of the user
Timing is long；
In the case where determining that the duration of continuous collecting to the facial image is not up to the scheduled duration, then from image library
Search the first image similar with the facial image.
4. user management method according to claim 3, which is characterized in that further include:
In the case where determining that the duration of continuous collecting to the facial image reaches the scheduled duration, according to the face figure
As identifying whether the user is registration user；
If recognizing the user as registration user, information associated with the user is obtained.
5. user management method according to claim 4, which is characterized in that information associated with the user includes:
The user's portrait information determined according to the behavioral data of the user.
6. user management method according to claim 4, which is characterized in that further include:
If recognizing the user as registration user, is pushed and promoted to the user according to information associated with the user
Information and/or favor information.
7. user management method according to claim 4, which is characterized in that further include:
If recognizing the user is non-registered users, the user is prompted to register.
8. user management method according to claim 4, which is characterized in that identify the user according to the facial image
It whether is registration user, comprising:
Judge whether the image being consistent with the facial image can be matched in stored registration user images；
If being matched to the image being consistent with the facial image, it is determined that the user is registration user, otherwise determines the use
Family is non-registered users.
9. user management method according to claim 4, which is characterized in that identify the user according to the facial image
It whether is registration user, comprising:
The facial image is sent to designated equipment, so that the designated equipment judges the user according to the facial image
It whether is registration user；
The judging result that the designated equipment returns is received, identifies whether the user is that registration is used according to the judging result
Family.
10. user management method according to any one of claim 1 to 9, which is characterized in that be based on the clear figure
Picture obtains the information of the user, comprising:
The face characteristic in the clear image is extracted, the age bracket and/or property of the user are determined according to the face characteristic
Other information.
11. a kind of user management device characterized by comprising
Acquisition unit, for acquiring the facial image of user；
Searching unit, for searching the first image similar with the facial image from image library；
Amplifying unit, for carrying out interpolation amplification processing to the facial image according to the size of the first image, to obtain
The second image identical with the size of the first image；
Processing unit, for generating clear image according to the first image and second image, to be based on the clear figure
Information as determining the user.
12. a kind of computer-readable medium, is stored thereon with computer program, which is characterized in that described program is held by processor
The user management method as described in any one of claims 1 to 10 is realized when row.
13. a kind of electronic equipment characterized by comprising
One or more processors；
Storage device, for storing one or more programs, when one or more of programs are by one or more of processing
When device executes, so that one or more of processors realize the user management side as described in any one of claims 1 to 10
Method.
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| CN111275841A (en) * | 2020-01-10 | 2020-06-12 | 郑鑫 | Face recognition sign-in device and method |
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