CN106815522A - Mobile terminal software vacation interface identification method and device - Google Patents
Mobile terminal software vacation interface identification method and device Download PDFInfo
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- CN106815522A CN106815522A CN201510848982.4A CN201510848982A CN106815522A CN 106815522 A CN106815522 A CN 106815522A CN 201510848982 A CN201510848982 A CN 201510848982A CN 106815522 A CN106815522 A CN 106815522A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
- G06F21/55—Detecting local intrusion or implementing counter-measures
- G06F21/56—Computer malware detection or handling, e.g. anti-virus arrangements
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- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
- G06F16/58—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
- G06F16/583—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
- G06F21/57—Certifying or maintaining trusted computer platforms, e.g. secure boots or power-downs, version controls, system software checks, secure updates or assessing vulnerabilities
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Abstract
The invention discloses a kind of mobile terminal software vacation interface identification method and device.The method includes：Characteristics of image storehouse and supplementary features storehouse are set up, wherein, characteristics of image storehouse includes：The image feature information of user interface of software UI, supplementary features storehouse includes：Software additional information in addition to image feature information；The UI sectional drawings of software are obtained, the software additional information on the image feature information and UI sectional drawings of UI sectional drawings is extracted；The image feature information of UI sectional drawings and characteristics of image storehouse are carried out into characteristic matching, in the case where the match is successful, the software additional information of UI sectional drawings and supplementary features storehouse characteristic matching is carried out into, the false interface that UI sectional drawings are doubtful camouflage is determined if matching is unsuccessful.By means of technical scheme, quickly fishing software can be identified.
Description
Technical field
The present invention relates to field of mobile communication, more particularly to a kind of mobile terminal software vacation interface identification method
And device.
Background technology
Mobile phone more and more important role of performer in the life of user, user can install various in mobile phone
The software of various kinds, when using cell phone software, is frequently encountered the fishing software at camouflage interface, these fishing
The interface of software is done and master software interface is very true to nature, is very easy to allow user to take it seriously, so that quilt
Defraud of money or reveal individual privacy.In today that smart mobile phone and mobile Internet are developed rapidly, all kinds of matchmakers
The case of the similar swindle of being gone fishing disclosed on body is very more, is technically identified tool to fishing interface
It is significant.
In the prior art, existing peace of the anti-fishing technology mainly for the URL address informations of fishing website
Whether full property is compared, and have wooden horse to be judged.That is, anti-fishing is mainly solved
Whether have wooden horse in website, whether have virus, network address whether security problems, but during to mobile phone running software
Interface carry out it is anti-fishing discriminating be not directed to.Therefore, one kind is badly in need of at present to differentiate false interface, and
Early warning prompting is carried out to user, so as to pretend the technical scheme of the fraud problems of software in solving smart mobile phone.
The content of the invention
In view of pretending the problem of software fraud on smart mobile phone in the prior art, it is proposed that the present invention is to provide
A kind of mobile terminal software vacation interface identification for overcoming above mentioned problem or solving the above problems at least in part
Method and device.
The present invention provides a kind of mobile terminal software vacation interface identification method, including：
Characteristics of image storehouse and supplementary features storehouse are set up, wherein, characteristics of image storehouse includes：User interface of software
The image feature information of UI, supplementary features storehouse includes：Software additional information in addition to image feature information；
The UI sectional drawings of software are obtained, the software on the image feature information and UI sectional drawings of UI sectional drawings is extracted
Additional information；
The image feature information of UI sectional drawings and characteristics of image storehouse are carried out into characteristic matching, in the feelings that the match is successful
Under condition, the software additional information of UI sectional drawings and supplementary features storehouse are carried out into characteristic matching, if the match is successful,
Then determine that UI sectional drawings are regular interfaces；Otherwise, it determines UI sectional drawings are the false interface of doubtful camouflage, to user
Carry out the prompting of piracy software.
Present invention also offers a kind of mobile terminal software vacation interface identifying device, including：
Module is set up, for setting up characteristics of image storehouse and supplementary features storehouse, wherein, characteristics of image storehouse includes：
The image feature information of user interface of software UI, supplementary features storehouse includes：In addition to image feature information
Software additional information；
Extraction module, the UI sectional drawings for obtaining software, extract UI sectional drawings image feature information and
Software additional information on UI sectional drawings；
Matching module, for the image feature information of UI sectional drawings and characteristics of image storehouse to be carried out into characteristic matching,
In the case where the match is successful, the software additional information of UI sectional drawings and supplementary features storehouse are carried out into characteristic matching,
If the match is successful, it is determined that UI sectional drawings are regular interfaces；Otherwise, it determines UI sectional drawings are doubtful camouflage
False interface, the prompting of piracy software is carried out to user.
The present invention has the beneficial effect that：
By setting up characteristics of image storehouse and the supplementary features storehouse comprising the outer other information of characteristics of image and software
The sectional drawing of related interfaces is contrasted to determine whether doubtful false interface, solves intelligent hand in the prior art
Pretend the problem of software fraud on machine, quickly fishing software can be identified, improve user mobile phone
Security.
Described above is only the general introduction of technical solution of the present invention, in order to better understand technology of the invention
Means, and being practiced according to the content of specification, and in order to allow above and other objects of the present invention,
Feature and advantage can become apparent, below especially exemplified by specific embodiment of the invention.
Brief description of the drawings
By reading the detailed description of hereafter preferred embodiment, various other advantages and benefit are for ability
Domain those of ordinary skill will be clear understanding.Accompanying drawing is only used for showing the purpose of preferred embodiment, and simultaneously
It is not considered as limitation of the present invention.And in whole accompanying drawing, identical is denoted by the same reference numerals
Part.In the accompanying drawings：
Fig. 1 is the flow chart of the mobile terminal software vacation interface identification method of the embodiment of the present invention；
Fig. 2 is the flow of the detailed treatment of the mobile terminal software vacation interface identification method of the embodiment of the present invention
Figure；
Fig. 3 is the structural representation of the mobile terminal software vacation interface identifying device of the embodiment of the present invention.
Specific embodiment
The exemplary embodiment of the disclosure is more fully described below with reference to accompanying drawings.Although being shown in accompanying drawing
The exemplary embodiment of the disclosure, it being understood, however, that may be realized in various forms the disclosure without should be by
Embodiments set forth here is limited.Conversely, there is provided these embodiments are able to be best understood from this
It is open, and can by the scope of the present disclosure it is complete convey to those skilled in the art.
In order to solve the problems, such as to pretend software fraud on smart mobile phone in the prior art, the invention provides one kind
Mobile terminal software vacation interface identification method and device, below in conjunction with accompanying drawing and embodiment, enter to the present invention
Row is further described.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention,
Do not limit the present invention.
Embodiment of the method
A kind of embodiments in accordance with the present invention, there is provided mobile terminal software vacation interface identification method, Fig. 1 is
The flow chart of the mobile terminal software vacation interface identification method of the embodiment of the present invention, as shown in figure 1, according to this
The mobile terminal software vacation interface identification method of inventive embodiments includes following treatment：
Step 101, sets up characteristics of image storehouse and supplementary features storehouse, wherein, characteristics of image storehouse includes：It is soft
The image feature information of part user interface UI, supplementary features storehouse includes：It is soft in addition to image feature information
Part additional information；Wherein, the image feature information in characteristics of image storehouse is specially：Including statistical nature and original
The multi-level features vector set of beginning pixel characteristic, wherein, statistical nature includes：Predetermined characteristic to image is entered
Numerical statistic value obtained by row calculating, original pixels feature includes image pixel data or by image
Size adjusts the normalization pixel data with sample process；
Software additional information in supplementary features storehouse is specially：Including simple information and initial data feature
Multi-level features vector set, wherein, simple information includes：Software essential information, initial data feature includes：
Software depth information.
Preferably, in embodiments of the present invention, characteristics of image storehouse includes：Trust characteristics of image storehouse and puppet
Dress characteristics of image storehouse；Supplementary features storehouse includes：Trust supplementary features storehouse and camouflage supplementary features storehouse.Its
In, trust the characteristics of image of in store trust in characteristics of image storehouse, in store camouflage in camouflage test feature database
Characteristics of image, trust the supplementary features of the in store trust in supplementary features storehouse, camouflage supplementary features storehouse is in store
The supplementary features of camouflage.
Step 102, obtains the UI sectional drawings of software, and the image feature information and UI for extracting UI sectional drawings cut
Software additional information on figure；It should be noted that in embodiments of the present invention, above-mentioned software can be to appoint
What software, in order to preferably protect the privacy of user, above-mentioned software can also be to be related to privacy of user or financing
The conventional excessive risk smartphone software such as class.
Wherein, the UI sectional drawings for obtaining software are specifically included：
When software is activated operation, the switching of software running process median surface or comprising sensitive control element element
Interface when being opened, automatic phasing closes interface and carries out sectional drawing, obtains UI sectional drawings；Or, according to user
Call, the application interface currently displaying to user carries out sectional drawing, obtains UI sectional drawings.
Step 103, characteristic matching is carried out by the image feature information of UI sectional drawings and characteristics of image storehouse, in matching
In the case of successfully, the software additional information of UI sectional drawings and supplementary features storehouse are carried out into characteristic matching, if
Matching is unsuccessful, determines the false interface that the UI sectional drawings are doubtful camouflage；If the match is successful, it is determined that
UI sectional drawings are regular interfaces.
After execution of step 103, the prompting of piracy software can also be carried out to user.
In embodiments of the present invention, it fails to match image feature information and the characteristics of image storehouse of UI sectional drawings
In the case of, according to the selection of user, the image feature information of UI sectional drawings is added to characteristics of image storehouse, and
The software additional information of UI sectional drawings is added to supplementary features storehouse, if user without if end operation.
In step 103, the image feature information of UI sectional drawings and characteristics of image storehouse are carried out into characteristic matching tool
Body includes：The image feature information of UI sectional drawings and camouflage test feature database are carried out into characteristic matching, if
With failure, then the image feature information of UI sectional drawings is proceeded into characteristic matching with characteristics of image storehouse is trusted；
In step 103, the software additional information of UI sectional drawings and supplementary features storehouse are carried out into characteristic matching tool
Body includes：The software additional information of UI sectional drawings is carried out into characteristic matching with camouflage supplementary features storehouse, if
With failure, then the software additional information of UI sectional drawings is proceeded into characteristic matching with supplementary features storehouse is trusted.
Additionally, in step 103, specific matching operation includes following treatment：
First, the image feature information of UI sectional drawings and characteristics of image storehouse are carried out into characteristic matching：
Statistical nature in the image feature information of UI sectional drawings is carried out with the statistical nature in characteristics of image storehouse
Matching, in the case where matching degree is less than the first predetermined threshold, confirms characteristic matching failure, big in matching degree
In or equal in the case of the first predetermined threshold, to the original image in the image feature information of the UI sectional drawings
Plain feature carries out correlation computations and matches with the original pixels feature in the described image feature database, if
Matching degree is more than or equal to the second predetermined threshold, then confirm characteristic matching success, otherwise, confirms characteristic matching
Failure；
2nd, the software additional information of UI sectional drawings and supplementary features storehouse are carried out into characteristic matching：
Simple information in the software additional information of UI sectional drawings is carried out with the simple information in supplementary features storehouse
Matching, in the case where matching degree is less than the 3rd predetermined threshold, confirms characteristic matching failure, big in matching degree
In or equal in the case of the 3rd predetermined threshold, by the original number in the software additional information of the UI sectional drawings
According to feature and the initial data feature in the supplementary features storehouse match carries out correlation computations and matching,
If matching degree is more than or equal to the 4th predetermined threshold, characteristic matching success is confirmed, otherwise, confirm feature
It fails to match.
Additionally, in embodiments of the present invention, the user interface of software of user feedback can be obtained by internet
The image feature information and software additional information of UI, and characteristics of image storehouse and supplementary features storehouse are updated and
It is perfect.
Be can be seen that in embodiments of the present invention by above-mentioned treatment, in advance to being related to privacy of user or financing
The conventional excessive risk smartphone software such as class sets up characteristics of image storehouse and comprising the outer other information of characteristics of image
Supplementary features storehouse.When certain software is activated operation, the switching of running median surface or comprising sensitivity
Its related interfaces is carried out sectional drawing, and extract image to sectional drawing by the scene the such as when interface of control element is opened
Characteristic information.Image feature information and the information in the characteristics of image storehouse for pre-building to sectional drawing are compared,
Doubtful regular interface or the false interface of fishing if matching, then further distinguished by supplementary features storehouse, if
Then explanation is that copyrighted software interface does not deal with for matching, if Image Feature Matching but supplementary features mismatch,
The false interface for being likely to go fishing is illustrated, now points out the doubtful fishing of user's current interface false interface.
Additionally, characteristics of image storehouse and supplementary features storehouse can pre-build part sample, in the process of running,
Characteristics of image storehouse and supplementary features storehouse according to the operation of user and can be judged into one during user's use
Step is improved and expanded.
When specific features are matched, the embodiment of the present invention can when being extracted to characteristics of image and supplementary features
Multi-level features vector set is set up, the preliminary statistical value of some of them or direct simple feature are carried for feature
Roughing is quickly compared when taking, and to some primary sample data characteristicses, by the initial data in feature database
With the related data correlation computations of application software, depth characteristic matching is carried out.This multi-level features vector is special
Levy the computational efficiency that matching way is remarkably improved anti-fishing interface identification.
Below in conjunction with accompanying drawing, the above-mentioned technical proposal to the embodiment of the present invention is described in detail.
Fig. 2 is the flow of the detailed treatment of the mobile terminal software vacation interface identification method of the embodiment of the present invention
Figure, as shown in Fig. 2 specifically including following treatment：
Step 1, in advance to being related to the conventional excessive risk smartphone software such as privacy of user or financing class to set up bag
Supplementary features storehouse outside UI interface images feature database and image information containing certain sample number.Characteristics of image storehouse
Comprising information can distinguish the conventional image feature information of image, including but not limited to normalized image is bright
Degree, color, texture, edge, focus, lines, histogram, gray-scale map etc..It is additional outside image information
The information that feature database is included including but not limited to dbase, version information, signing messages, file bytecode
Sampling characters etc. other can additional informations.
For the image feature information of characteristics of image storehouse sample, a kind of typical implementation method is set up comprising system
The multi-level features vector set of meter feature and original pixels feature.Statistical nature refers to some features to image
Calculated, obtained direct, simple numerical statistic value, such as each color component is divided each segment
Cloth ratio, the average of image specific portion locus or universe grey scale pixel value, variance etc.；Original pixels
Feature refers to that directly storage is specifically normalized, sampled etc. after simple process to image related like prime number
According to.With application software sectional drawing quickly compare when statistical nature is compared for subsequent characteristics and slightly walk screening, and
Correlation computations depth is carried out when original pixels feature is compared for subsequent characteristics with application software sectional drawing to match.
A kind of supplementary features storehouse outside for image information, typical implementation method can use image like above
The mode of feature database, sets up the multi-level features vector set comprising simple information and initial data feature.Letter
Single information coarse information such as including dbase, version information, file size, initial data feature includes signing
Name file, the data of bytecode sampling information.Simple information is quickly compared for application software, original number
Matched for carrying out correlation computations depth with application software according to feature.
Step 2, when monitor software interface be opened operation when, the UI interfaces to the software are cut
Figure, and extract the image feature information and interface of sectional drawing other additional informations in itself.Image feature information
The parameter type extracted with additional information is entirely by reference to the correlated characteristic information described in step 1.Because mobile phone should
Generally comprise multiple interfaces with software, changing interface also can sectional drawing again, start new image by step 3
Characteristic matching.Additionally, also can automatic detection system software interface control property, only to include Password Input frame,
The interface of the Sensitive Attributes such as payment character just starts sectional drawing and Image Feature Matching.For same running software mistake
The scenes such as the sectional drawing again of switching at interface are may relate in journey, feature such as was carried out to same interface before
Sectional drawing and identification, then directly obtain judgement conclusion according to last identification result, without sectional drawing again and
Identification.
Step 3, characteristic matching is carried out to the image feature information of sectional drawing and the information in characteristics of image storehouse, such as special
Matching is levied, then interface is probably in itself regular software, it is also possible to the false interface of fishing, then perform step 4；
If mismatching, feature database does not include the match information at the interface in itself, now such as user's selection addition manually
Enter feature database, then by the interface extraction to characteristic information be added to feature database and further improve storehouse information, such as
User without, then terminate this monitoring.
For the matching of characteristics of image, exemplary embodiment is the multi-level features vector set based on step 1
Mode, first carries out Rapid matching for primary election to simple informations such as statistical natures, meets matching in primary election similar
On the premise of degree, then original pixels feature to software sectional drawing is entered with the original pixels feature of each sample of feature database
Row correlation computations, and then accurately calculate similarity.Statistical nature is that image itself is calculated
To a numerical statistic result, the data in feature database are simply direct comparing with application software sectional drawing
Numeric ratio compared with, and original pixels feature matching when need enter with the correlated characteristic of application software sectional drawing
The direct pixel difference of row correlation computations, such as both sides, variance, coefficient correlation, PSNR, quality factor etc..
Step 4, matches to the additional information that interface is related to additional information storehouse, if with feature database information
Matching, illustrates that the interface is regular interface, terminates monitoring；Otherwise, the interface is the false interface of doubtful camouflage,
Puppet is carried out to user and tries to give a false impression interface prompts.For the switching that interface is may relate in same software running process
Again the scene of sectional drawing, had such as carried out additional information identification before, then directly differentiate knot according to the last time
Fruit obtains judgement conclusion, without re-recognizing.
For the matching of additional information, exemplary embodiment is the multi-level features vector set based on step 1
Mode, first carries out Rapid matching for primary election to simple information, on the premise of primary election meets matching similarity,
Correlation computations are carried out to the initial data feature of software and the initial data feature of each sample of feature database again, and then
Accurately calculate similarity.
In embodiments of the present invention, characteristics of image storehouse and additional information storehouse, by way of networking and can combine
The user feedback operation of magnanimity is constantly updated and perfect.Characteristics of image storehouse and supplementary features storehouse are in itself
Can further repartition to trust feature database and camouflage malice feature database, when being identified, to malice feature
Storehouse can improve priority and be compared to further speed up matching speed in advance.
Additionally, the embodiment of the present invention is to carry out sectional drawing inspection automatically after mobile phone application software startup optimization is monitored
Survey, when actually implementing can also specific UI ways of presentation, such as with suspended window button, mobile phone system
System control, the response of system specific keys, the mode such as phonetic order allow what user showed to prevent application interface
Camouflage differentiates that, without enabling automated characterization identification function, such detection efficiency is higher, switches for multiple solutions
Application for also in the absence of redundancy sectional drawing problem.
In sum, the embodiment of the present invention is main basis of characterization with the characteristics of image of interface sectional drawing, and is tied
Other additional informations closed outside interface determine whether whether interface is doubtful false interface.The embodiment of the present invention
Technical scheme solves the fishing vacation interface for often occurring at present, it is illegal obtain user's such as bank card password,
The problems such as personal identification private data.Security classes software based on the embodiment of the present invention has important practical valency
Value and wide application prospect.
Device embodiment
A kind of embodiments in accordance with the present invention, there is provided mobile terminal software vacation interface identifying device, Fig. 3 is
The structural representation of the mobile terminal software vacation interface identifying device of the embodiment of the present invention, as shown in figure 3, root
Mobile terminal software vacation interface identifying device according to the embodiment of the present invention includes：Set up module 30, extraction module
32 and matching module 34, below the modules to the embodiment of the present invention be described in detail.
Module 30 is set up, for setting up characteristics of image storehouse and supplementary features storehouse, wherein, characteristics of image storehouse Zhong Bao
Include：The image feature information of user interface of software UI, supplementary features storehouse includes：Except image feature information it
Outer software additional information；Characteristics of image storehouse includes：Trust characteristics of image storehouse and camouflage test feature database；
Supplementary features storehouse includes：Trust supplementary features storehouse and camouflage supplementary features storehouse.
Preferably, the image feature information in characteristics of image storehouse is specially：Including statistical nature and original pixels
The multi-level features vector set of feature, wherein, statistical nature includes：Predetermined characteristic to image is calculated
Resulting numerical statistic value, original pixels feature includes image pixel data or by the big ditty of image
The normalization pixel data of whole and sample process；Software additional information in supplementary features storehouse is specially：Including
The multi-level features vector set of simple information and initial data feature, wherein, simple information includes：Software
Essential information, initial data feature includes：Software depth information.
Extraction module 32, the UI sectional drawings for obtaining software, extract UI sectional drawings image feature information with
And the software additional information on UI sectional drawings；Extraction module 32 specifically for：
When software is activated operation, the switching of software running process median surface or comprising sensitive control element element
Interface when being opened, automatic phasing closes interface and carries out sectional drawing, obtains UI sectional drawings；Or, according to user
Call, the application interface currently displaying to user carries out sectional drawing, obtains UI sectional drawings.
Matching module 34, for the image feature information of UI sectional drawings and characteristics of image storehouse to be carried out into characteristic matching,
In the case where the match is successful, the software additional information of UI sectional drawings and supplementary features storehouse are carried out into characteristic matching,
The false interface that the UI sectional drawings are doubtful camouflage is determined if matching is unsuccessful, if the match is successful,
Determine that UI sectional drawings are regular interfaces.Preferably, matching module 34 is it is determined that UI sectional drawings are doubtful camouflage
Behind false interface, the prompting of piracy software can be carried out to user.
Matching module 34 specifically for：
The image feature information of UI sectional drawings and camouflage test feature database are carried out into characteristic matching, if matching is lost
Lose, then the image feature information of UI sectional drawings is proceeded into characteristic matching with characteristics of image storehouse is trusted；
The software additional information of UI sectional drawings is carried out into characteristic matching with camouflage supplementary features storehouse, if matching is lost
Lose, then the software additional information of UI sectional drawings is proceeded into characteristic matching with supplementary features storehouse is trusted；
Statistical nature in the image feature information of UI sectional drawings is carried out with the statistical nature in characteristics of image storehouse
Matching, in the case where matching degree is less than the first predetermined threshold, confirms characteristic matching failure, big in matching degree
In or equal in the case of the first predetermined threshold, to the original image in the image feature information of the UI sectional drawings
Plain feature carries out correlation computations and matches with the original pixels feature in the described image feature database, if
Matching degree is more than or equal to the second predetermined threshold, then confirm characteristic matching success, otherwise, confirms characteristic matching
Failure；
Simple information in the software additional information of UI sectional drawings is carried out with the simple information in supplementary features storehouse
Matching, in the case where matching degree is less than the 3rd predetermined threshold, confirms characteristic matching failure, big in matching degree
In or equal in the case of the 3rd predetermined threshold, by the original number in the software additional information of the UI sectional drawings
According to feature and the initial data feature in the supplementary features storehouse match carries out correlation computations and matching,
If matching degree is more than or equal to the 4th predetermined threshold, characteristic matching success is confirmed, otherwise, confirm feature
It fails to match.
In embodiments of the present invention, said apparatus can further include：
Add module, for the image feature information in UI sectional drawings and the characteristics of image storehouse situation that it fails to match
Under, according to the selection of user, the image feature information of UI sectional drawings is added to characteristics of image storehouse, and by UI
The software additional information of sectional drawing is added to supplementary features storehouse, if user without if end operation.
Update module, the characteristics of image of the user interface of software UI for obtaining user feedback by internet
Information and software additional information, and characteristics of image storehouse and supplementary features storehouse are updated and perfect.
The associated description that the specific treatment of embodiment of the present invention modules is referred to embodiment of the method is carried out
Understand, will not be repeated here.
The technical scheme of the embodiment of the present invention by set up characteristics of image storehouse and comprising characteristics of image it is outer other
The supplementary features storehouse of information is contrasted to determine whether doubtful false interface with the sectional drawing of software related interfaces,
Solve the problems, such as to pretend software fraud on smart mobile phone in the prior art, quickly fishing software can be entered
Row identification, improves the security of user mobile phone.
Obviously, those skilled in the art can carry out various changes and modification without deviating from this hair to the present invention
Bright spirit and scope.So, if it is of the invention these modification and modification belong to the claims in the present invention and
Within the scope of its equivalent technologies, then the present invention is also intended to comprising these changes and modification.
Algorithm and display be not intrinsic with any certain computer, virtual system or miscellaneous equipment provided herein
It is related.Various general-purpose systems can also be used together with based on teaching in this.As described above, structure
It is obvious to make the structure required by this kind of system.Additionally, the present invention is not also directed to any certain programmed
Language.It is understood that, it is possible to use various programming languages realize the content of invention described herein, and
The description done to language-specific above is to disclose preferred forms of the invention.
In specification mentioned herein, numerous specific details are set forth.It is to be appreciated, however, that this hair
Bright embodiment can be put into practice in the case of without these details.In some instances, not in detail
Known method, structure and technology are shown, so as not to obscure the understanding of this description.
Similarly, it will be appreciated that in order to simplify the disclosure and help understand one in each inventive aspect or
Multiple, in above to the description of exemplary embodiment of the invention, each feature of the invention is sometimes by one
Rise and be grouped into single embodiment, figure or descriptions thereof.However, should not be by the method for the disclosure
It is construed to reflect following intention：I.e. the present invention for required protection requirement ratio institute in each claim is clear and definite
The more features of feature of record.More precisely, as the following claims reflect, hair
Bright aspect is all features less than single embodiment disclosed above.Therefore, it then follows specific embodiment
Claims be thus expressly incorporated in the specific embodiment, wherein each claim conduct in itself
Separate embodiments of the invention.
Those skilled in the art are appreciated that can be carried out certainly to the module in the client in embodiment
Adaptively change and they are arranged in one or more clients different from the embodiment.Can be with
The block combiner in embodiment an into module, and multiple submodule or son can be divided into addition
Unit or sub-component.At least some in except such feature and/or process or unit exclude each other it
Outward, can be using any combinations to public in this specification (including adjoint claim, summary and accompanying drawing)
The all features and all processes or unit of so disclosed any method or client opened carry out group
Close.Unless expressly stated otherwise, it is public in this specification (including adjoint claim, summary and accompanying drawing)
Each feature opened can be replaced by the alternative features for providing identical, equivalent or similar purpose.
Although additionally, it will be appreciated by those of skill in the art that some embodiments described herein include other
Some included features are rather than further feature, but the combination meaning of the feature of different embodiments in embodiment
Taste and is within the scope of the present invention and is formed different embodiments.For example, in following claim
In book, the one of any of embodiment required for protection mode can use in any combination.
All parts embodiment of the invention can realize with hardware, or with one or more processor
The software module of upper operation is realized, or is realized with combinations thereof.It will be understood by those of skill in the art that
Can be realized using microprocessor or digital signal processor (DSP) in practice according to of the invention real
Apply some or all functions of some or all parts being loaded with the client of sequence network address of example.
The present invention be also implemented as some or all equipment for performing method as described herein or
Person's program of device (for example, computer program and computer program product).It is such to realize journey of the invention
Sequence can be stored on a computer-readable medium, or can have the form of one or more signal.This
The signal of sample can be downloaded from internet website and obtained, or be provided on carrier signal, or with any
Other forms are provided.
It should be noted that above-described embodiment the present invention will be described rather than limiting the invention, and
And those skilled in the art can design replacement implementation without departing from the scope of the appended claims
Example.In the claims, any reference symbol being located between bracket should not be configured to claim
Limitation.Word "comprising" does not exclude the presence of element or step not listed in the claims.Before element
Word "a" or "an" do not exclude the presence of element as multiple.If the present invention can be by means of including
The hardware of dry different elements and realized by means of properly programmed computer.If listing equipment for drying
In unit claim, several in these devices can be embodied by same hardware branch.
The use of word first, second, and third does not indicate that any order.These words can be explained and run after fame
Claim.
Claims (14)
1. a kind of mobile terminal software vacation interface identification method, it is characterised in that including：
Characteristics of image storehouse and supplementary features storehouse are set up, wherein, described image feature database includes：Software users
The image feature information of interface UI, the supplementary features storehouse includes：In addition to described image characteristic information
Software additional information；
The UI sectional drawings of software are obtained, the image feature information and the UI sectional drawings of the UI sectional drawings is extracted
On software additional information；
The image feature information of the UI sectional drawings and described image feature database are carried out into characteristic matching, in matching
In the case of successfully, the software additional information of the UI sectional drawings is carried out into feature with the supplementary features storehouse
Match somebody with somebody, the false interface that the UI sectional drawings are doubtful camouflage is determined if matching is unsuccessful.
2. the method for claim 1, it is characterised in that it is determined that the UI sectional drawings are doubtful puppet
After the false interface of dress, methods described is further included：The prompting of piracy software is carried out to user.
3. the method for claim 1, it is characterised in that methods described is further included：
In the case that in the image feature information and described image feature database of the UI sectional drawings, it fails to match, root
According to the selection of user, the image feature information of the UI sectional drawings is added to described image feature database, and will
The software additional information of the UI sectional drawings is added to the supplementary features storehouse.
4. the method for claim 1, it is characterised in that
The UI sectional drawings for obtaining software are specifically included：
When software is activated operation, the switching of software running process median surface or comprising sensitive control element element
Interface when being opened, automatic phasing closes interface and carries out sectional drawing, obtains the UI sectional drawings；Or,
According to calling for user, the application interface currently displaying to user carries out sectional drawing, obtains the UI and cuts
Figure.
5. the method for claim 1, it is characterised in that described image feature database includes：Trust
Characteristics of image storehouse and camouflage test feature database；The supplementary features storehouse includes：Trust supplementary features storehouse,
And camouflage supplementary features storehouse；
The image feature information of the UI sectional drawings and described image feature database are carried out into characteristic matching to specifically include：
The image feature information of the UI sectional drawings is carried out into characteristic matching with the camouflage test feature database, such as
It fails to match for fruit, then by the image feature information of the UI sectional drawings and the trust characteristics of image storehouse continue into
Row characteristic matching；
The software additional information of the UI sectional drawings is carried out into characteristic matching with the supplementary features storehouse to specifically include：
The software additional information of the UI sectional drawings is carried out into characteristic matching with the camouflage supplementary features storehouse, such as
It fails to match for fruit, then by the software additional information of the UI sectional drawings and the trust supplementary features storehouse continue into
Row characteristic matching.
6. the method as described in claim 1 or 5, it is characterised in that
Image feature information in described image feature database is specially：Including statistical nature and original pixels feature
Multi-level features vector set, wherein, the statistical nature includes：Predetermined characteristic to image is calculated
Resulting numerical statistic value, the original pixels feature includes image pixel data or big by image
Small adjustment and the normalization pixel data of sample process；
Software additional information in the supplementary features storehouse is specially：It is special including simple information and initial data
The multi-level features vector set levied, wherein, the simple information includes：Software essential information is described original
Data characteristics includes：Software depth information；
The image feature information of the UI sectional drawings and described image feature database are carried out into characteristic matching to specifically include：
By the statistics in the statistical nature in the image feature information of the UI sectional drawings and described image feature database
Feature is matched, and in the case where matching degree is less than the first predetermined threshold, confirms characteristic matching failure,
In the case that matching degree is more than or equal to the first predetermined threshold, in the image feature information of the UI sectional drawings
Original pixels feature and the described image feature database in original pixels feature carry out correlation computations and
Match somebody with somebody, if matching degree is more than or equal to the second predetermined threshold, confirm characteristic matching success, otherwise, confirm
Characteristic matching fails；
The software additional information of the UI sectional drawings is carried out into characteristic matching with the supplementary features storehouse to specifically include：
Will be simple in the simple information in the software additional information of the UI sectional drawings and the supplementary features storehouse
Information is matched, and in the case where matching degree is less than the 3rd predetermined threshold, confirms characteristic matching failure,
In the case that matching degree is more than or equal to the 3rd predetermined threshold, by the software additional information of the UI sectional drawings
Initial data feature with the initial data feature in the supplementary features storehouse match carry out correlation computations,
And matching, if matching degree is more than or equal to the 4th predetermined threshold, confirm characteristic matching success, otherwise,
Confirm characteristic matching failure.
7. the method for claim 1, it is characterised in that methods described is further included：
The image feature information and software additional information of the user interface of software UI of user feedback are obtained, and it is right
Described image feature database and the supplementary features storehouse are updated and perfect.
8. a kind of mobile terminal software vacation interface identifying device, it is characterised in that including：
Module is set up, for setting up characteristics of image storehouse and supplementary features storehouse, wherein, in described image feature database
Including：The image feature information of user interface of software UI, the supplementary features storehouse includes：Except described image
Software additional information outside characteristic information；
Extraction module, the UI sectional drawings for obtaining software, extract the image feature information of the UI sectional drawings with
And the software additional information on the UI sectional drawings；
Matching module, for the image feature information of the UI sectional drawings and described image feature database to be carried out into spy
Matching is levied, in the case where the match is successful, by the software additional information of the UI sectional drawings and the additional spy
Levying storehouse carries out characteristic matching, and the false interface that the UI sectional drawings are doubtful camouflage is determined if matching is unsuccessful.
9. method as claimed in claim 8, it is characterised in that the matching module is further used for：
After it is determined that the UI sectional drawings are the false interface of doubtful camouflage, the prompting of piracy software is carried out to user.
10. device as claimed in claim 8, it is characterised in that described device is further included：
Add module, for matching mistake with described image feature database in the image feature information of the UI sectional drawings
In the case of losing, according to the selection of user, the image feature information of the UI sectional drawings is added to the figure
As feature database, and the software additional information of the UI sectional drawings is added to the supplementary features storehouse, if with
Family is without then end operation.
11. devices as claimed in claim 8, it is characterised in that the extraction module specifically for：
When software is activated operation, the switching of software running process median surface or comprising sensitive control element element
Interface when being opened, automatic phasing closes interface and carries out sectional drawing, obtains the UI sectional drawings；Or,
According to calling for user, the application interface currently displaying to user carries out sectional drawing, obtains the UI and cuts
Figure.
12. devices as claimed in claim 8, it is characterised in that described image feature database includes：Trust
Characteristics of image storehouse and camouflage test feature database；The supplementary features storehouse includes：Trust supplementary features storehouse,
And camouflage supplementary features storehouse；
The matching module specifically for：
The image feature information of the UI sectional drawings is carried out into characteristic matching with the camouflage test feature database, such as
It fails to match for fruit, then by the image feature information of the UI sectional drawings and the trust characteristics of image storehouse continue into
Row characteristic matching；
The software additional information of the UI sectional drawings is carried out into characteristic matching with the camouflage supplementary features storehouse, such as
It fails to match for fruit, then by the software additional information of the UI sectional drawings and the trust supplementary features storehouse continue into
Row characteristic matching.
13. device as described in claim 8 or 12, it is characterised in that
Image feature information in described image feature database is specially：Including statistical nature and original pixels feature
Multi-level features vector set, wherein, the statistical nature includes：Predetermined characteristic to image is calculated
Resulting numerical statistic value, the original pixels feature includes image pixel data or big by image
Small adjustment and the normalization pixel data of sample process；
Software additional information in the supplementary features storehouse is specially：It is special including simple information and initial data
The multi-level features vector set levied, wherein, the simple information includes：Software essential information is described original
Data characteristics includes：Software depth information；
The matching module specifically for：
By the statistics in the statistical nature in the image feature information of the UI sectional drawings and described image feature database
Feature is matched, and in the case where matching degree is less than the first predetermined threshold, confirms characteristic matching failure,
In the case that matching degree is more than or equal to the first predetermined threshold, in the image feature information of the UI sectional drawings
Original pixels feature and the described image feature database in original pixels feature carry out correlation computations and
Match somebody with somebody, if matching degree is more than or equal to the second predetermined threshold, confirm characteristic matching success, otherwise, confirm
Characteristic matching fails；
Will be simple in the simple information in the software additional information of the UI sectional drawings and the supplementary features storehouse
Information is matched, and in the case where matching degree is less than the 3rd predetermined threshold, confirms characteristic matching failure,
In the case that matching degree is more than or equal to the 3rd predetermined threshold, by the software additional information of the UI sectional drawings
Initial data feature with the initial data feature in the supplementary features storehouse match carry out correlation computations,
And matching, if matching degree is more than or equal to the 4th predetermined threshold, confirm characteristic matching success, otherwise,
Confirm characteristic matching failure.
14. devices as claimed in claim 8, it is characterised in that described device is further included：
Update module, the characteristics of image of the user interface of software UI for obtaining user feedback by internet
Information and software additional information, and described image feature database and the supplementary features storehouse are updated and perfect.
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
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| CN201510848982.4A CN106815522A (en) | 2015-11-27 | 2015-11-27 | Mobile terminal software vacation interface identification method and device |
| PCT/CN2016/079922 WO2016197710A1 (en) | 2015-11-27 | 2016-04-21 | Method and device for identifying fake software interface for mobile terminal |
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| Application Number | Priority Date | Filing Date | Title |
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