CN109284894A - Picture examination method, apparatus, storage medium and computer equipment - Google Patents
Picture examination method, apparatus, storage medium and computer equipment Download PDFInfo
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- CN109284894A CN109284894A CN201810909473.1A CN201810909473A CN109284894A CN 109284894 A CN109284894 A CN 109284894A CN 201810909473 A CN201810909473 A CN 201810909473A CN 109284894 A CN109284894 A CN 109284894A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0635—Risk analysis of enterprise or organisation activities
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/46—Multiprogramming arrangements
- G06F9/54—Interprogram communication
- G06F9/546—Message passing systems or structures, e.g. queues
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2209/00—Indexing scheme relating to G06F9/00
- G06F2209/54—Indexing scheme relating to G06F9/54
- G06F2209/548—Queue
Abstract
The present invention provides a kind of picture examination method, this method comprises: obtaining pending picture, generates the MD5 value of the pending picture；Judge in the MD5 value of preset samples pictures, if there is the identical MD5 value with the MD5 value of the pending picture；If so, obtaining the background audit result of the corresponding preset samples pictures of the MD5 value；According to the background audit as a result, determining the auditing result of the pending picture；If it is not, the pending picture is sent to background audit platform, so that background audit platform determines the auditing result of the pending picture.The picture examination method can be supported to audit to user or mostly using the image content of access, it is the operation cost for guaranteeing to show content legality and safety that platform, which can be reduced, significantly improves picture examination efficiency to meet the growing picture examination demand of platform.
Description
Technical field
The present invention relates to image processing technologies, specifically, the present invention relates to a kind of picture examination method, apparatus,
Computer readable storage medium and computer equipment.
Background technique
Quick with internet is popularized, and numerous platforms have opened picture upload function, so that user is real by the function
The individual operations such as existing head portrait setting, photograph album sharing, however, the illegal user in part utilizes the high exposure of content of platform, deliberately
Some illegal image contents are uploaded to platform, attempt borrows this approach and propagated, and is seriously affecting platform just
Often operation.For this purpose, how to guarantee show content legitimacy and safety become platform operation pay close attention to aspect.
Currently, platform generally filters out illegal image content, the limitation of which by the way of manual examination and verification
Property be, manual examination and verification need to expend a lot of manpower and time cost, and platform is to guarantee to show content legality and safety
Operation cost is excessively high, and the review efficiency of manual examination and verification is difficult to meet the growing picture examination demand of platform.
Summary of the invention
It is that at least can solve above-mentioned one of technological deficiency, the present invention provides the picture examination methods of following technical scheme
And corresponding device, computer readable storage medium and computer equipment.
The embodiment of the present invention provides a kind of picture examination method, includes the following steps: according on one side
Pending picture is obtained, the MD5 value of the pending picture is generated；
Judge in the MD5 value of preset samples pictures, if there is the identical MD5 of MD5 value with the pending picture
Value；
If so, obtaining the background audit result of the corresponding preset samples pictures of the MD5 value；According to the background audit knot
Fruit determines the auditing result of the pending picture；
If it is not, the pending picture is sent to background audit platform so that background audit platform determine it is described to
Audit the auditing result of picture.
In addition, the embodiment of the present invention provides a kind of picture examination device according on the other hand, comprising:
Pending picture obtains module, for obtaining pending picture, generates the MD5 value of the pending picture；
Judgment module, for judging in the MD5 value of preset samples pictures, if exist and the pending picture
The identical MD5 value of MD5 value；
Auditing result determining module, for when there are identical MD5 value, obtaining the corresponding preset sample graph of the MD5 value
The background audit result of piece；According to the background audit as a result, determining the auditing result of the pending picture；
The auditing result determining module is also used to be sent to the pending picture there is no when identical MD5 value
Background audit platform, so that background audit platform determines the auditing result of the pending picture.
The embodiment of the present invention provides a kind of computer readable storage medium, the computer according to another aspect
Computer program is stored on readable storage medium storing program for executing, the computer program realizes above-mentioned picture examination when being executed by processor
Method.
The embodiment of the present invention provides a kind of computer equipment according to another aspect, and the computer includes one
Or multiple processors；Memory；One or more computer programs, wherein one or more of computer programs are stored in
It in the memory and is configured as being executed by one or more of processors, one or more of computer program configurations
For: execute above-mentioned picture examination method.
Compared with the prior art, the present invention has the following beneficial effects:
Picture examination method, apparatus, computer readable storage medium and computer equipment provided by the invention, pass through machine
The stage construction review mechanism that automatic audit and background audit combine, can support to user or the image content of mostly application access into
Row audit, and machine is cooperated to audit the workload that can effectively reduce background audit automatically, reducing platform is to guarantee to show that content is closed
The operation cost of method and safety significantly improves picture examination efficiency to meet the growing picture examination need of platform
It asks.
The additional aspect of the present invention and advantage will be set forth in part in the description, these will become from the following description
Obviously, or practice through the invention is recognized.
Detailed description of the invention
Above-mentioned and/or additional aspect and advantage of the invention will become from the following description of the accompanying drawings of embodiments
Obviously and it is readily appreciated that, in which:
Fig. 1 is the method flow diagram of picture examination method provided in an embodiment of the present invention；
Fig. 2 is the structural schematic diagram of picture examination device provided in an embodiment of the present invention；
Fig. 3 is the structural schematic diagram of computer equipment provided in an embodiment of the present invention.
Specific embodiment
The embodiment of the present invention is described below in detail, examples of the embodiments are shown in the accompanying drawings, wherein from beginning to end
Same or similar label indicates same or similar element or element with the same or similar functions.Below with reference to attached
The embodiment of figure description is exemplary, and for explaining only the invention, and is not construed as limiting the claims.
Those skilled in the art of the present technique are appreciated that unless expressly stated, singular " one " used herein, " one
It is a ", " described " and "the" may also comprise plural form.It is to be further understood that being arranged used in specification of the invention
Diction " comprising " refer to that there are the feature, integer, step, operation, element and/or component, but it is not excluded that in the presence of or addition
Other one or more features, integer, step, operation, element, component and/or their group.Wording used herein " and/
Or " it include one or more associated wholes for listing item or any cell and all combinations.
Those skilled in the art of the present technique are appreciated that unless otherwise defined, all terms used herein (including technology art
Language and scientific term), there is meaning identical with the general understanding of those of ordinary skill in fields of the present invention.Should also
Understand, those terms such as defined in the general dictionary, it should be understood that have in the context of the prior art
The consistent meaning of meaning, and unless idealization or meaning too formal otherwise will not be used by specific definitions as here
To explain.
The embodiment of the invention provides a kind of picture examination methods, as shown in Figure 1, this method comprises:
Step S101: obtaining pending picture, generates the MD5 value of the pending picture.
For the present embodiment, the pending picture is the legitimacy and the pending picture of safety of image content,
In practical application scene, the normal operation of platform is influenced to avoid illegal user from uploading violation picture, it will usually exist in picture
Platform provides to whether violate the law regulation, platform of image content before showing or is related to sensitive content and audits.Wherein, described
Pending picture can directly be uploaded offer by user, can also be by there is one or more third-party applications of picture examination demand
Access provides, and user or third-party application can be by calling preset picture examination service interface to upload pending picture.
The pending unique MD5 of picture is generated according to the image content of pending picture for the present embodiment
(Message-Digest Algorithm 5, message digest algorithm 5) value.Wherein, the MD5 value is 16 bytes (128)
Check value generally indicates that MD5 value is used as " finger print information " of pending picture, only picture with 32 hexadecimal numbers
The identical picture of content MD5 value having the same.
Step S102: judge in the MD5 value of preset samples pictures, if there is the MD5 value with the pending picture
Identical MD5 value.
For the present embodiment, in practical application scene, in the pending picture of substantial amounts usually exist part by with
Family or third party repeat to upload the picture for submitting audit, and the part picture has usually been corresponding with auditing result, to the part figure
Piece, which repeats audit, undoubtedly will increase unnecessary human cost and time cost, influences the efficiency of picture examination, therefore can lead to
Machine is crossed to be audited automatically with the automatically derived auditing result for repeating to upload the pending picture for submitting audit.The preset sample graph
Piece be it is previously selected for being audited automatically as machine in subsequent step when used data sample, the preset sample graph
Piece is corresponding with background audit as a result, the i.e. described preset samples pictures are substantially the pending picture of history, flat via background audit
Platform provides or is related to that sensitive content carries out auditing and determining corresponding audit to whether violate the law regulation, platform of its image content
As a result.
For the present embodiment, the preset samples pictures generation has MD5 value, the MD5 value of the pending picture and each
The MD5 value of preset samples pictures is matched, is compared, and is judged in the MD5 value of the preset samples pictures, if is existed and institute
State the identical MD5 value of MD5 value of pending picture, i.e., according to the MD5 value of the preset samples pictures and the pending picture,
Judge in each preset samples pictures, if there is be corresponding with from the background identical with the image content of the pending picture
The preset samples pictures of auditing result.The identical picture of MD5 value image content having the same, therefore it is corresponding with identical audit knot
Fruit.
Step S103: if so, obtaining the background audit result of the corresponding preset samples pictures of the MD5 value；According to described
Background audit is as a result, determine the auditing result of the pending picture.
For the present embodiment, exist in the MD5 value of preset samples pictures identical with the MD5 value of the pending picture
When MD5 value, the auditing result for determining the pending picture can be audited automatically by machine, specifically, by obtaining the MD5
It is worth the background audit of corresponding preset samples pictures as a result, and according to the background audit as a result, determining the pending picture
Auditing result.Wherein, whether the auditing result is to audit the image content of the pending picture to violate the law regulation, flat
Platform provide or be related to sensitive content as a result, the background audit result is the audit knot audited through background audit platform
Fruit, the auditing result can by the determination pending picture whether be violation picture, whether audit by etc. in the form of present,
The present embodiment does not limit this.
Step S104: if it is not, the pending picture is sent to background audit platform, so that background audit platform is true
The auditing result of the fixed pending picture.
For the present embodiment, there is no identical as the MD5 value of the pending picture in the MD5 value of preset samples pictures
MD5 value when, it is meant that fail to audit automatically by machine according to the background audit knot of the identical preset samples pictures of MD5 value
Fruit directly determines the auditing result of the pending picture, and the audit knot of the pending picture need to be determined by background audit
Fruit, specifically, by the way that the pending picture is sent to background audit platform so that background audit platform determine it is described pending
The auditing result of core picture.
For the present embodiment, the background audit platform can be manual examination and verification platform, and the pending picture is sent
To after background audit platform, the pending platform determines that the concrete mode of the auditing result of the pending picture can be,
Auditor carries out in the audit renewal of the page load of background audit platform without the pending picture that above-mentioned machine is audited automatically
Audit does not obtain background audit by modes such as pictures as a result, simultaneously described in by manually choosing violation picture or selected audit
Background audit result is determined as the auditing result of the pending picture.In addition, the background audit platform can also be difference
Platform, after the pending picture is sent to background audit platform, institute are audited in the second level machine that above-mentioned machine is audited automatically
State pending platform and determine that the concrete mode of the auditing result of the pending picture can be, the background audit platform according to
Preset audit algorithm or auditing rule, Auto-matching filters out violation picture or the unacceptable picture of audit is examined with obtaining backstage
Core is as a result, and be determined as the background audit result auditing result of the pending picture.
Picture examination method provided in this embodiment is audited the stage construction combined with background audit automatically by machine and examined
Core mechanism can be supported to audit to user or mostly using the image content of access, and machine is cooperated to audit and can effectively subtract automatically
The workload of few background audit, reducing platform is the operation cost for guaranteeing to show content legality and safety, is significantly improved
Picture examination efficiency is to meet the growing picture examination demand of platform.
In one embodiment, the judgement is in the MD5 value of preset samples pictures, if exists and the pending figure
Before the identical MD5 value of the MD5 value of piece, further includes:
The MD5 value of the pending picture of history in preset time period is obtained, the pending picture of history is corresponding with backstage and examines
Core result；
According to the MD5 value of the pending picture of the history, the corresponding pending picture of history of each MD5 value is calculated in institute
State the frequency of occurrences in preset time period；
The frequency of occurrences is ranked up by sequence from big to small, obtains ranking results；
The pending picture of history for the preset quantity MD5 value that front is come in ranking results is set as preset samples pictures.
For the present embodiment, whether the pending picture of history is to touch via background audit platform to its image content
Violate the law Laws & Regulations, platform provides or is related to that sensitive content audit and determine the picture of corresponding auditing result.Pass through timing handle
Current time node, i.e., the corresponding timing node of MD5 value for currently obtaining the pending picture of history are right in preset time period forward
There should be the pending picture of the history of background audit result to be grouped statistics according to its MD5 value, it is corresponding to calculate each MD5 value
The frequency of occurrences of the pending picture of history within the preset time period is carried out the frequency of occurrences by sequence from big to small
Sequence, obtains ranking results, the pending picture of history for the preset quantity MD5 value that front is come in ranking results is set as preset
Samples pictures, and take the background audit result of the highest preceding preset quantity of the frequency of occurrences pending picture of history save to
Redis caching, used data sample when using for being audited automatically as machine described in above embodiments.Wherein,
Redis is a kind of high performance key-value database, by the way that the highest preceding preset quantity of the frequency of occurrences history is pending
The background audit result of picture is saved into Redis caching, and subsequent machine can be made to avoid the inquiry operation of data when auditing automatically
It is directly connected to database, but reads data from memory, target data can be effectively improved, i.e., the backstage of preset samples pictures is examined
The reading speed of core result provides strong support to improve the working efficiency that machine is audited automatically, can further improve picture and examines
Core efficiency.
For the present embodiment, the preset time period can be the pre-set time span such as 3 days, one week, 15 days, institute
Stating preset quantity can be the pre-set numerical value such as 10% of the pending picture of 5k, 1w, history.For example, can be periodically current
Timing node the is corresponding with forward background audit result pending picture of history in 3 days is grouped statistics according to its MD5 value, takes
The background audit result of the pending picture of highest preceding 5000 history of the frequency of occurrences is saved to Redis and is cached.It need to explicitly point out
, those skilled in the art can be according to practical application request to the specific time span of the preset time period and described preset
The specific value of quantity is determined or adjusts, and the present embodiment does not limit this.
It is in one embodiment, described to obtain pending picture, comprising:
Pending picture is obtained from preset ActiveMQ message queue；
Pending picture is sent to the picture recognition platform of preset quantity, so that the picture recognition platform is assessed respectively
The violation risk class of the pending picture；
Receive the violation risk class for the pending picture that the picture recognition platform returns respectively.
For the present embodiment, the pending picture is obtained from ActiveMQ message queue, specifically, is monitored preset
ActiveMQ message queue, when there is message, i.e., when pending picture and its related data are saved in ActiveMQ message queue, horse
Upper carry out data consumption obtains pending picture and its related data from ActiveMQ message queue and utilizes high performance
Disruptor frame is transferred to pending picture and its related data synchronous transmission on the picture recognition platform of preset quantity.Its
In, ActiveMQ is open source messaging bus, can solve the problems, such as high concurrent, Disruptor by message producer consumer mode
Frame is a high performance asynchronous process frame, it can in a thread 6,000,000 orders of processing per second.It is based on
ActiveMQ message queue and high performance Disruptor framework technology means can be improved and pending picture are synchronously transmitted to figure
The treatment effeciency of piece identifying platform can provide strong support to further increase picture examination efficiency.
For the present embodiment, the picture recognition platform is in real time reflecting to the violation risk class of pending picture
Accepted opinion is estimated, so that platform tentatively understands the violation risk of pending picture before auditing to pending picture.The figure
Piece identifying platform can be one or more, and the preset quantity can be the preset numerical value such as 1,3,4, the present embodiment pair
This is without limitation.
For the present embodiment, the violation risk class may violate the law regulation, platform for indicating pending picture
Provide or be related to sensitive content degree height, assessed in advance before audit pending picture violation risk class can be after
Continuous background audit platform audit provides the audit mode audited by violation risk class to audit picture.The violation wind
The hierarchical form of dangerous grade can there are many, such as be classified with high, medium and low violation risk, or with high-risk picture, A grades of figures
F grades of pictures of piece, B grades of pictures ... are classified etc., and the present embodiment does not limit this.
For the present embodiment, the picture recognition platform of the preset quantity may include this map developed by platform interior
Piece identifying platform can also include the third party's picture recognition platform provided by platform exterior exploitation, such as sea degree cloud atlas picture
Identifying platform, third party's OCR text picture recognition platform etc..The picture recognition platform of the preset quantity is according to respective picture
Recognizer or engine carry out appraisal and evaluation to the violation risk class of pending picture in real time, obtain the pending picture
Violation risk class.Wherein, the picture recognition platform of the preset quantity can be with identical or different assessment dimension to pending
The violation risk class of core picture carries out appraisal and evaluation, and there are many assessment dimensions of the violation risk class, such as according to figure
Piece rgb value identification colour of skin ratio assesses the violation risk class that pending picture is pornographic violation picture, according to the machine of building
Identification model assess pending picture be related to cruelly probably, the violation risk class of political situation of the time sensitive content, skill is identified according to picture character
Art assesses the violation risk class etc. that pending picture is the advertising pictures comprising contact methods such as phone, mails.By preset
The picture recognition platform of quantity carries out assessment identification to the violation risk class of pending picture respectively, can solve single picture and know
Other platform violation risk class assessment accuracy rate is low, is easy the problem of holiday height violation risk picture, improves pending figure
The accuracy of the violation risk class assessment result of piece, to press violation risk class to pending figure in subsequent background audit platform
The violation risk class of accurately pending picture is provided when piece is audited.
For the present embodiment, the preset quantity picture recognition platform respectively to violation risk of pending picture etc.
Grade carries out assessment identification, after obtaining corresponding violation risk class, receives the picture recognition platform difference of the preset quantity
The violation risk class for assessing to correspond to the pending picture of return.Receiving what the picture recognition platform returned respectively
After the violation risk class of the pending picture, data summarization is carried out to the violation risk class of the pending picture,
Determine rule according to preset violation risk class, for example, the highest grade of violation risk class in returned data be determined as to
The final violation risk class of picture is audited, and saves the violation risk class related data of the pending picture.
In one embodiment, described that the pending picture is sent to background audit platform, so that background audit
Platform determines the auditing result of the pending picture, comprising:
The pending picture is sent to background audit platform by corresponding violation risk class, so that background audit is flat
Platform is determined the auditing result of the pending picture by the violation risk class.
It further include described pending when the pending picture is sent to background audit platform for the present embodiment
The pictorial information of core picture is sent to background audit platform, wherein pictorial information includes the violation risk of the pending picture
Grade related data.When the background audit platform is manual examination and verification platform, the pending picture is sent to backstage and is examined
After core platform, the pending platform determines that the concrete mode of the auditing result of the pending picture can be, auditor
It loads in the audit renewal of the page of background audit platform and is audited without the pending picture that above-mentioned machine is audited automatically,
In, the pending picture is classified in the audit page by its corresponding violation risk class to be loaded, and auditor passes through selected
One violation risk class is to audit the pending picture for belonging to the violation risk class, by manually choosing in violation of rules and regulations
Picture or selected audit the background audit of the pending picture of the violation risk class is not obtained by modes such as pictures as a result,
And the background audit result is determined as the auditing result of the pending picture.When the background audit platform is to be different from
When the second level machine that above-mentioned machine is audited automatically audits platform, after the pending picture is sent to background audit platform, institute
State pending platform and determine that the concrete mode of the auditing result of the pending picture can be, the background audit platform according to
Preset audit algorithm or auditing rule, corresponding each violation risk class Auto-matching filters out violation picture or audit does not pass through
Picture to obtain background audit as a result, and the background audit result is determined as the auditing result of the pending picture.
In the present embodiment, it is put down by the way that the pending picture is sent to background audit by corresponding violation risk class
Platform can make background audit platform determine the auditing result of the pending picture by the violation risk class, in practical application
In scene, background audit platform can be audited only pending picture higher to violation risk class, can be with after least
Platform examination amount realizes that background audit utmostly covers the higher pending picture of violation risk, can further improve picture
Review efficiency.
In one embodiment, described to obtain pending picture, before the MD5 value for generating the pending picture, also wrap
It includes:
Receive the pending picture that provider uploads；
Obtain the pictorial information of pending picture；
Judge whether the pictorial information matches with preset standard information item；If so, the pending picture is protected
It deposits into preset ActiveMQ message queue；If it is not, returning to the pictorial information feedback information that it fails to match to the provider.
For the present embodiment, described the step of obtaining pending picture, generating the MD5 value of the pending picture is being executed
Before, the pending picture and its pictorial information progress Data integrality analysis provider uploaded.Receive pending picture simultaneously
The pictorial information of pending picture is obtained specifically, receiving user or third-party application by calling preset picture examination service
The pending picture that interface uploads, meanwhile, also being uploaded by the picture examination service interface has the picture of pending picture to believe
Breath.Wherein, the pictorial information includes but is not limited to, corresponding user information (such as user identity ID, the Yong Huping of pending picture
Account family ID etc.), uplink time information, URL (Uniform Resource Locator, uniform resource locator) information.Institute
Stating preset standard information item is the whether complete item of information of related data preset for analyzing pending picture, accordingly
Ground, the standard information item include but is not limited to user information item, the uplink time item of information, URL information of pending picture
?.
For the present embodiment, Data integrality analysis is carried out to pending picture and its pictorial information specifically, judgement obtains
Whether the pictorial information of the pending picture taken matches with the preset standard information item；If the figure of the pending picture
Include all information corresponding with the preset standard information item in piece information, then determines that the data of the pending picture are complete
Whole, data verification success saves the pending picture into preset ActiveMQ message queue, so that platform starts to hold
Row obtains the step of pending picture is to determine its auditing result from preset ActiveMQ message queue；If it is described to
Auditing in the pictorial information of picture does not include all information corresponding with the preset standard information item, then determines described pending
The data of core picture are imperfect, data verification failure, and the pending picture is not allowed to enter subsequent picture examination process,
The pictorial information feedback that it fails to match is returned to the user of the provider as the pending picture or third-party application immediately
Information.By carrying out integrity analysis to the data of pending picture before picture examination, the response of service can effectively reduce
Time increases the handling capacity of service, provides strong support to further increase picture examination efficiency.
In one embodiment, described to obtain pending picture, after the MD5 value for generating the pending picture, also wrap
It includes:
The pictorial information of pending picture is obtained, the pictorial information includes the corresponding user's letter of the pending picture
Breath；
According to the MD5 value, duplicate removal processing is carried out to the pending picture of identical MD5 value and corresponding same user information；
Pending picture after obtaining duplicate removal processing；
The judgement is in the MD5 value of preset samples pictures, if exists identical with the MD5 value of the pending picture
MD5 value, comprising:
Judge in the MD5 value of preset samples pictures, if there is the MD5 with the pending picture after the duplicate removal processing
It is worth identical MD5 value.
For the present embodiment, pending picture is obtained described, after generating the MD5 value of the pending picture, described
Judge in the MD5 value of preset samples pictures, if exist with the MD5 value of the pending picture before identical MD5 value, also
Including carrying out duplicate removal processing to the pending picture, only to execute the judgement pre- to the pending picture after duplicate removal processing
It sets in the MD5 value of samples pictures, if there is the step of identical MD5 value with the MD5 value of the pending picture.
For the present embodiment, the duplicate removal processing specifically, for same user information repeatedly uploads submit and not by
The pending picture of the same image content of audit does sequence processing by the sequencing of pending picture uplink time, only retains
A nearest pending picture of uplink time, the identical pending picture of other image contents are then labeled as repeating to submit, and
Save the result of above-mentioned duplicate removal processing.Wherein, the identical pending figure of image content can determine by the MD5 value of pending picture
Piece, and the pending picture that same user provides can determine by the acquired pictorial information comprising user information.In addition, institute
Stating pictorial information further includes uplink time information, by that can be realized according to the uplink time information of pending picture to same user
Information, which repeatedly uploads, to be submitted and the pending picture of same image content that is not reviewed is by pending picture uplink time
Sequencing does sequence processing.By the way that the workload of picture examination can be substantially reduced to pending picture progress duplicate removal processing, into
One step improves picture examination efficiency.
In one embodiment, after the auditing result of the determination pending picture, further includes:
The auditing result is updated in database；
Obtain the auditing result being updated in the database in preset time period；
Judge in the auditing result with the presence or absence of pending picture for violation picture；
If so, executing at least one following steps:
Cloud server will be uploaded to for the pending picture of violation picture；Or
It is retrieved as the user information of the pending picture of violation picture, the user information is reported into air control platform；Or
The auditing result is fed back to the provider of the pending picture for violation picture.
For the present embodiment, in the background audit result for obtaining the corresponding preset samples pictures of the MD5 value；According to
After the background audit is as a result, determine the auditing result of the pending picture, the auditing result of the pending picture
It saves and is updated in database in real time.In addition, background audit platform after the auditing result for determining the pending picture also
The auditing result of the pending picture is saved can in real time and be updated in database.
For the present embodiment, platform saved in timing traversal preset time period the pending picture that is updated in database and
Its auditing result, and judge whether to need to be implemented for the pre-set processing step of violation picture according to auditing result.Wherein,
The preset time period can be the pre-set time span such as 3 days, one week, one month, and need to explicitly point out is the present embodiment
Described in preset time period and preset time period described in other embodiments can it is identical can be different, those skilled in the art can
It is determined or adjusts according to specific time span of the practical application request to the preset time period, the present embodiment does not do this
It limits.
For the present embodiment, if it is determined that in the auditing result there are pending picture be violation picture, can will in violation of rules and regulations
The pending picture of picture is uploaded to cloud server and carries out permanently storing backup, to have good grounds when subsequent user complaint；
For uploading the pending picture provided by platform user, the pending picture pair of violation picture can be also retrieved as from database
The user information answered saves the corresponding user information of pending picture for violation picture to the air control platform of platform interior,
So that air control platform carries out collect statistics, and the corresponding platform user of user information is executed according to preset platform management rule
The measures such as permission limitation or punishment；Also data readjustment can be carried out for for the pending picture of violation picture, to for violation picture
Pending picture provider, if user or third party feed back the auditing result, so that the pending picture of provider's understanding
Auditing result, for by third party upload provide pending picture, can be also retrieved as from database violation picture to
The corresponding user information of picture is audited, corresponding user information is fed back while feeding back the auditing result, so that third party
The measures such as permission limitation or punishment can be executed to the corresponding user of user information according to preset management rule.Wherein, the power
The measures such as limit limitation or punishment include but is not limited to limit or user is forbidden to execute picture upload operation, logging off users platform account
Family.
In one embodiment, described that pending picture is sent to background audit platform, so that background audit platform
Before the auditing result for determining the pending picture, further includes:
Judge in the MD5 value of preset samples pictures, if exist small with the MD5 value Hamming distance of the pending picture
In the MD5 value of preset threshold value；
If so, executing the background audit result for obtaining the corresponding preset samples pictures of the MD5 value；After described
Platform auditing result, the step of determining the auditing result of the pending picture；
If it is not, execute it is described pending picture is sent to background audit platform so that background audit platform determines institute
The step of stating the auditing result of pending picture.
For the present embodiment, the Hamming distance be specially the preset samples pictures MD5 value and the pending figure
The not quantity of identical data position between the MD5 value of piece.When the Hamming distance is less than preset threshold value, the preset sample is determined
Picture and the pending picture are the close picture of image content.Wherein, the preset threshold value can be pre-set 2,
3, the positive integers such as 5, those skilled in the art can be determined according to specific value of the practical application request to the preset threshold value
Or adjustment, the present embodiment do not limit this.For example, generally, when the preset samples pictures MD5 value with it is described pending
When the MD5 value Hamming distance of picture is less than 5, it is believed that the preset samples pictures are similar pictures with the pending picture,
The auditing result of the pending picture can refer to the background audit result of the preset samples pictures.
For the present embodiment, determine there is the MD5 for being less than preset threshold value with the MD5 value Hamming distance of the pending picture
Value, as determine in the preset samples pictures exist the picture close for image content with the pending picture, it is described to
The auditing result for auditing picture ought to be identical as the background audit result of the preset samples pictures, therefore can be automatic by machine
The method matched determines the auditing result of the pending picture according to the background audit result of the preset samples pictures, that is, executes
The background audit result for obtaining the corresponding preset samples pictures of the MD5 value；According to the background audit as a result, determining institute
The step of stating the auditing result of pending picture, wherein the concrete function of the step realizes the explanation that can be found in above embodiments,
Details are not described herein.
For the present embodiment, determine that there is no be less than preset threshold value with the MD5 value Hamming distance of the pending picture
MD5 value as determines that there is no the pictures close for image content with the pending picture in the preset samples pictures, therefore
Fail to audit the auditing result for determining the pending picture automatically by machine, need to be determined by background audit described pending
The auditing result of picture, that is, execute it is described pending picture is sent to background audit platform so that background audit platform is true
The step of auditing result of the fixed pending picture, wherein the concrete function of the step, which is realized, can be found in above embodiments
Illustrate, details are not described herein.
It in the present embodiment, is that image content is close when existing in the preset samples pictures with the pending picture
Also machine is used to audit automatically when picture, may make machine audit automatically be no longer limited to the pending picture with it is described pre-
Setting samples pictures is enabling when image content is identical, can be further reduced the workload of background audit, significantly improve picture examination
Efficiency.
In one embodiment, further, described to execute the MD5 value corresponding preset samples pictures of obtaining
Background audit result；According to the background audit as a result, also being wrapped before the step of determining the auditing result of the pending picture
It includes:
Picture recognition technology is used to determine the corresponding preset samples pictures of the MD5 value and the pending picture to be similar
Picture.
It is the close picture of image content to reduce the preset samples pictures with pending picture for the present embodiment
Probability of miscarriage of justice exists in determining the preset samples pictures and for the close picture of image content and holds with the pending picture
Before row machine audits step automatically, the corresponding preset samples pictures of the MD5 value are further confirmed using picture recognition technology
It is similar pictures with the pending picture, wherein the similar pictures are the similar picture of image content.When described pending
Picture be intended to preset samples pictures be similar pictures when, the auditing result of the pending picture ought to be with the preset samples pictures
Background audit result it is identical.
For the present embodiment, realize that the picture recognition technology of similar pictures identification includes but is not limited to the face based on picture
The distinguishing characteristics such as color characteristic, textural characteristics, graphic feature, spatial relation characteristics, using Predistribution Algorithm, such as histogram calculation method
Calculate the similarity of picture.
In the present embodiment, by determining the preset samples pictures and the pending picture for figure based on MD5 value
After the close picture of piece content, the preset samples pictures and the pending figure are further determined using picture recognition technology
Piece is similar pictures, reduces background audit workload to be audited automatically using machine as far as possible during picture examination, mentions
While high picture examination efficiency, the also probability of reduction similar pictures erroneous judgement, and then the accuracy of guarantee picture examination result.
In one embodiment, the judgement is in the MD5 value of preset samples pictures, if exists and the pending figure
Before the identical MD5 value of the MD5 value of piece, further includes:
The pictorial information of pending picture is obtained, the pictorial information includes the corresponding user's letter of the pending picture
Breath, determines that the corresponding user of the pending picture is abnormal user or normal users according to the user information；
If abnormal user, continue to execute it is described judgement in the MD5 value of preset samples pictures, if exist with it is described to
The step of auditing the MD5 value identical MD5 value of picture；
If normal users, judge in the MD5 value of preset samples pictures, if exist and the pending picture
MD5 value Hamming distance is less than the MD5 value of preset threshold value；If so, executing the corresponding preset samples pictures of the acquisition MD5 value
Background audit result；According to the background audit as a result, the step of determining the auditing result of the pending picture；If it is not,
Execute it is described pending picture is sent to background audit platform so that background audit platform determines the pending picture
The step of auditing result.
For the present embodiment, the abnormal user is in the presence of the user for uploading violation picture record, and the normal users are
There is no the users for uploading violation picture record.For there is the abnormal user for uploading violation picture record, execute more stringent
Auditing flow, only to MD5 value, identical pending picture executes machine and audits automatically with the MD5 value of preset samples pictures, and
For there is no the normal users for uploading violation picture record, the more loose auditing flow of relative anomalies user can be performed,
There are be performed both by machine when the similar or identical preset samples pictures of image content to audit automatically for the pending picture.
For the present embodiment, it is described execute it is described judgement in the MD5 value of preset samples pictures, if exist with it is described to
The step of auditing the MD5 value identical MD5 value of picture and described judge in the MD5 value of preset samples pictures, if exist
It is less than the MD5 value of preset threshold value with the MD5 value Hamming distance of the pending picture；If so, executing the acquisition MD5 value
The background audit result of corresponding preset samples pictures；According to the background audit as a result, determining examining for the pending picture
The step of core result；If it is not, execute it is described pending picture is sent to background audit platform so that background audit platform is true
The concrete function of the step of auditing result of the fixed pending picture realizes the explanation that can be found in above embodiments, herein no longer
It repeats.
In the present embodiment, by using different picture examination mechanism to normal users and abnormal user, can to the greatest extent may be used
While machine capable of being used to be audited automatically to improve picture examination efficiency, also ensure that abnormal user upload be violation picture
The audit requirement of the higher pending picture of probability, uses the method for background audit to guarantee the accuracy of picture examination result.
In one embodiment, it is straight can be applied particularly to video for picture examination method described in any of the above embodiment
Broadcast field.
For the present embodiment, the pending picture be live streaming platform user provide it is relevant to net cast pending
Picture, such as user's head portrait, video cover for being uploaded in net cast platform, or the video frame extracted from net cast
Deng.Correspondingly, the background audit platform is live streaming background audit platform.Picture examination method provided in an embodiment of the present invention is answered
For the embodiment of the method for above-mentioned offer to may be implemented when net cast field, concrete function realization refers to above method implementation
Explanation in example, details are not described herein.
In the present embodiment, it audits the stage construction review mechanism combined with background audit automatically by machine, can support
It is audited to user or mostly using the image content relevant to net cast of access, and cooperating machine to audit automatically can be effective
The workload of background audit is reduced, reducing live streaming platform is the operation cost for guaranteeing to show content legality and safety, significantly
Improve picture examination efficiency with meet the growing picture examination demand of live streaming platform and the pending picture of live streaming platform and
When the demand that shows, network direct broadcasting platform environment can be purified, prevent the Spreading and diffusion of illicit content.
In addition, the embodiment of the invention provides a kind of picture examination devices, as shown in Fig. 2, described device includes:
Pending picture obtains module 21, for obtaining pending picture, generates the MD5 value of the pending picture；
Judgment module 22, for judging in the MD5 value of preset samples pictures, if exist and the pending picture
The identical MD5 value of MD5 value；
Auditing result determining module 23, for when there are identical MD5 value, obtaining the corresponding preset sample of the MD5 value
The background audit result of picture；According to the background audit as a result, determining the auditing result of the pending picture；
The auditing result determining module 23 is also used to send the pending picture there is no when identical MD5 value
To background audit platform, so that background audit platform determines the auditing result of the pending picture.
In one embodiment, the judgement is in the MD5 value of preset samples pictures, if exists and the pending figure
Before the identical MD5 value of the MD5 value of piece, further includes:
The MD5 value of the pending picture of history in preset time period is obtained, the pending picture of history is corresponding with backstage and examines
Core result；
According to the MD5 value of the pending picture of the history, the corresponding pending picture of history of each MD5 value is calculated in institute
State the frequency of occurrences in preset time period；
The frequency of occurrences is ranked up by sequence from big to small, obtains ranking results；
The pending picture of history for the preset quantity MD5 value that front is come in ranking results is set as preset samples pictures.
In one embodiment, the pending picture obtains module 21, is specifically used for:
Pending picture is obtained from preset ActiveMQ message queue；
Pending picture is sent to the picture recognition platform of preset quantity, so that the picture recognition platform is assessed respectively
The violation risk class of the pending picture；
Receive the violation risk class for the pending picture that the picture recognition platform returns respectively.
In one embodiment, the auditing result determining module 23, is specifically used for:
The pending picture is sent to background audit platform by corresponding violation risk class, so that background audit is flat
Platform is determined the auditing result of the pending picture by the violation risk class.
In one embodiment, described to obtain pending picture, before the MD5 value for generating the pending picture, also wrap
It includes:
Receive the pending picture that provider uploads；
Obtain the pictorial information of pending picture；
Judge whether the pictorial information matches with preset standard information item；If so, the pending picture is protected
It deposits into preset ActiveMQ message queue；If it is not, returning to the pictorial information feedback information that it fails to match to the provider.
In one embodiment, described to obtain pending picture, after the MD5 value for generating the pending picture, also wrap
It includes:
The pictorial information of pending picture is obtained, the pictorial information includes the corresponding user's letter of the pending picture
Breath；
According to the MD5 value, duplicate removal processing is carried out to the pending picture of identical MD5 value and corresponding same user information；
Pending picture after obtaining duplicate removal processing；
The judgment module 22, is specifically used for:
Judge in the MD5 value of preset samples pictures, if there is the MD5 with the pending picture after the duplicate removal processing
It is worth identical MD5 value.
In one embodiment, after the auditing result of the determination pending picture, further includes:
The auditing result is updated in database；
Obtain the auditing result being updated in the database in preset time period；
Judge in the auditing result with the presence or absence of pending picture for violation picture；
If so, executing at least one following steps:
Cloud server will be uploaded to for the pending picture of violation picture；Or
It is retrieved as the user information of the pending picture of violation picture, the user information is reported into air control platform；Or
The auditing result is fed back to the provider of the pending picture for violation picture.
In one embodiment, described that pending picture is sent to background audit platform, so that background audit platform
Before the auditing result for determining the pending picture, further includes:
Judge in the MD5 value of preset samples pictures, if exist small with the MD5 value Hamming distance of the pending picture
In the MD5 value of preset threshold value；
If so, executing the background audit result for obtaining the corresponding preset samples pictures of the MD5 value；After described
Platform auditing result, the step of determining the auditing result of the pending picture；
If it is not, execute it is described pending picture is sent to background audit platform so that background audit platform determines institute
The step of stating the auditing result of pending picture.
In one embodiment, described to execute the background audit for obtaining the corresponding preset samples pictures of the MD5 value
As a result；According to the background audit as a result, before the step of determining the auditing result of the pending picture, further includes:
Picture recognition technology is used to determine the corresponding preset samples pictures of the MD5 value and the pending picture to be similar
Picture.
In one embodiment, the judgement is in the MD5 value of preset samples pictures, if exists and the pending figure
Before the identical MD5 value of the MD5 value of piece, further includes:
The pictorial information of pending picture is obtained, the pictorial information includes the corresponding user's letter of the pending picture
Breath, determines that the corresponding user of the pending picture is abnormal user or normal users according to the user information；
If abnormal user, continue to execute it is described judgement in the MD5 value of preset samples pictures, if exist with it is described to
The step of auditing the MD5 value identical MD5 value of picture；
If normal users, judge in the MD5 value of preset samples pictures, if exist and the pending picture
MD5 value Hamming distance is less than the MD5 value of preset threshold value；If so, executing the corresponding preset samples pictures of the acquisition MD5 value
Background audit result；According to the background audit as a result, the step of determining the auditing result of the pending picture；If it is not,
Execute it is described pending picture is sent to background audit platform so that background audit platform determines the pending picture
The step of auditing result.
The stage construction that picture examination device provided by the invention can be audited automatically by machine and background audit combines is examined
Core mechanism can be supported to audit to user or mostly using the image content of access, and machine is cooperated to audit and can effectively subtract automatically
The workload of few background audit, reducing platform is the operation cost for guaranteeing to show content legality and safety, is significantly improved
Picture examination efficiency is to meet the growing picture examination demand of platform；In addition, the picture examination device also uses Redis
The technological means such as caching, ActiveMQ message queue and high performance Disruptor frame provide to improve picture examination efficiency
Strong technical support, and pass through the workload that the means such as duplicate removal processing, preset data integrity analysis reduce picture examination, into
One step improves picture examination efficiency.
The embodiment of the method for above-mentioned offer may be implemented in picture examination device provided in an embodiment of the present invention, and concrete function is real
Referring now to the explanation in embodiment of the method, details are not described herein.
In addition, being deposited on computer readable storage medium the embodiment of the invention provides a kind of computer readable storage medium
Computer program is contained, picture examination method described in above embodiments is realized when the computer program is executed by processor.
Wherein, the computer readable storage medium includes but is not limited to any kind of disk (including floppy disk, hard disk, CD, CD-
ROM and magneto-optic disk), ROM (Read-Only Memory, read-only memory), RAM (Random AcceSS Memory, immediately
Memory), EPROM (EraSable Programmable Read-Only Memory, Erarable Programmable Read only Memory),
(Electrically EraSable Programmable Read-Only Memory, electric erazable programmable is read-only to be deposited EEPROM
Reservoir), flash memory, magnetic card or light card.It is, storage equipment includes by equipment (for example, computer, mobile phone) with energy
Any medium for the form storage or transmission information enough read can be read-only memory, disk or CD etc..
Computer readable storage medium provided by the invention, it can be achieved that: audited by machine and mutually tied with background audit automatically
The stage construction review mechanism of conjunction can be supported to audit to user or mostly using the image content of access, and cooperate machine automatic
Audit can effectively reduce the workload of background audit, reduce platform be guarantee the operation of displaying content legality and safety at
This, significantly improves picture examination efficiency to meet the growing picture examination demand of platform；It can also be achieved: using Redis
The technological means such as caching, ActiveMQ message queue and high performance Disruptor frame provide to improve picture examination efficiency
Strong technical support, and pass through the workload that the means such as duplicate removal processing, preset data integrity analysis reduce picture examination, into
One step improves picture examination efficiency.
The embodiment of the method for above-mentioned offer may be implemented in computer readable storage medium provided in an embodiment of the present invention, specifically
Function realizes the explanation referred in embodiment of the method, and details are not described herein.
In addition, the embodiment of the invention also provides a kind of computer equipments, as shown in Figure 3.Calculating described in the present embodiment
Machine equipment can be the equipment such as server, personal computer and the network equipment.The computer equipment include processor 302,
The devices such as memory 303, input unit 304 and display unit 305.It will be understood by those skilled in the art that setting shown in Fig. 3
Standby structure devices do not constitute the restriction to all devices, may include components more more or fewer than diagram, or combine certain
A little components.Memory 303 can be used for storing computer program 301 and each functional module, and the operation of processor 302 is stored in storage
The computer program 301 of device 303, thereby executing the various function application and data processing of equipment.Memory can be memory
Reservoir or external memory, or including both built-in storage and external memory.Built-in storage may include read-only memory
(ROM), programming ROM (PROM), electrically programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM), flash
Device or random access memory.External memory may include hard disk, floppy disk, ZIP disk, USB flash disk, tape etc..It is disclosed in this invention to deposit
Reservoir includes but is not limited to the memory of these types.Memory disclosed in this invention is only used as example rather than as restriction.
Input unit 304 is used to receive the input of signal, and receives the keyword of user's input.Input unit 304 can
Including touch panel and other input equipments.Touch panel collects the touch operation of user on it or nearby and (for example uses
Family uses the operations of any suitable object or attachment on touch panel or near touch panel such as finger, stylus), and root
According to the corresponding attachment device of preset driven by program；Other input equipments can include but is not limited to physical keyboard, function
One of key (such as broadcasting control button, switch key etc.), trace ball, mouse, operating stick etc. are a variety of.Display unit
305 can be used for showing the information of user's input or be supplied to the information of user and the various menus of computer equipment.Display is single
The forms such as liquid crystal display, Organic Light Emitting Diode can be used in member 305.Processor 302 is the control centre of computer equipment, benefit
With the various pieces of various interfaces and the entire computer of connection, by running or executing the software being stored in memory 302
Program and/or module, and the data being stored in memory are called, perform various functions and handle data.
As one embodiment, the computer equipment includes: one or more processors 302, memory 303, and one
Or multiple computer programs 301, wherein one or more of computer programs 301 are stored in memory 303 and are matched
It is set to and is executed by one or more of processors 302, one or more of computer programs 301 are configured to carry out above
Picture examination method described in any embodiment.
Computer equipment provided by the invention, it can be achieved that: audited automatically by machine and the multilayer that combines of background audit
Face review mechanism can be supported to audit to user or mostly using the image content of access, and machine is cooperated to audit and can have automatically
Effect reduces the workload of background audit, and reducing platform is the operation cost for guaranteeing to show content legality and safety, significantly mentions
High picture examination efficiency is to meet the growing picture examination demand of platform；It can also be achieved: cached using Redis,
The technological means such as ActiveMQ message queue and high performance Disruptor frame provide strong for raising picture examination efficiency
Technical support, and by the workload of the means such as duplicate removal processing, preset data integrity analysis reduction picture examination, further mention
High picture examination efficiency.
The embodiment of the method for above-mentioned offer may be implemented in computer equipment provided in an embodiment of the present invention, and concrete function is realized
The explanation in embodiment of the method is referred to, details are not described herein.
It, can also be in addition, each functional unit in each embodiment of the present invention can integrate in a processing module
It is that each unit physically exists alone, can also be integrated in two or more units in a module.Above-mentioned integrated mould
Block both can take the form of hardware realization, can also be realized in the form of software function module.The integrated module is such as
Fruit is realized and when sold or used as an independent product in the form of software function module, also can store in a computer
In read/write memory medium.
The above is only some embodiments of the invention, it is noted that for the ordinary skill people of the art
For member, various improvements and modifications may be made without departing from the principle of the present invention, these improvements and modifications are also answered
It is considered as protection scope of the present invention.
Claims (13)
1. a kind of picture examination method, which comprises the steps of:
Pending picture is obtained, the MD5 value of the pending picture is generated；
Judge in the MD5 value of preset samples pictures, if there is the identical MD5 value with the MD5 value of the pending picture；
If so, obtaining the background audit result of the corresponding preset samples pictures of the MD5 value；According to the background audit as a result,
Determine the auditing result of the pending picture；
If it is not, the pending picture is sent to background audit platform so that background audit platform determine it is described pending
The auditing result of picture.
2. picture examination method according to claim 1, which is characterized in that MD5 of the judgement in preset samples pictures
In value, if exist with the MD5 value of the pending picture before identical MD5 value, further includes:
The MD5 value of the pending picture of history in preset time period is obtained, the pending picture of history is corresponding with background audit knot
Fruit；
According to the MD5 value of the pending picture of the history, the corresponding pending picture of history of each MD5 value is calculated described pre-
Set the frequency of occurrences in the period；
The frequency of occurrences is ranked up by sequence from big to small, obtains ranking results；
The pending picture of history for the preset quantity MD5 value that front is come in ranking results is set as preset samples pictures.
3. picture examination method according to claim 1, which is characterized in that described to obtain pending picture, comprising:
Pending picture is obtained from preset ActiveMQ message queue；
Pending picture is sent to the picture recognition platform of preset quantity, so that described in the picture recognition platform assesses respectively
The violation risk class of pending picture；
Receive the violation risk class for the pending picture that the picture recognition platform returns respectively.
4. picture examination method according to claim 3, which is characterized in that it is described the pending picture is sent to after
Platform audits platform, so that background audit platform determines the auditing result of the pending picture, comprising:
The pending picture is sent to background audit platform by corresponding violation risk class, so that background audit platform is pressed
The violation risk class determines the auditing result of the pending picture.
5. picture examination method according to any one of claims 1 to 4, which is characterized in that it is described to obtain pending picture,
Before the MD5 value for generating the pending picture, further includes:
Receive the pending picture that provider uploads；
Obtain the pictorial information of pending picture；
Judge whether the pictorial information matches with preset standard information item；If so, the pending picture save to
In preset ActiveMQ message queue；If it is not, returning to the pictorial information feedback information that it fails to match to the provider.
6. picture examination method according to claim 1, which is characterized in that it is described to obtain pending picture, described in generation
After the MD5 value of pending picture, further includes:
The pictorial information of pending picture is obtained, the pictorial information includes the corresponding user information of the pending picture；
According to the MD5 value, duplicate removal processing is carried out to the pending picture of identical MD5 value and corresponding same user information；
Pending picture after obtaining duplicate removal processing；
The judgement is in the MD5 value of preset samples pictures, if there is the identical MD5 of MD5 value with the pending picture
Value, comprising:
Judge in the MD5 value of preset samples pictures, if there is the MD5 value phase with the pending picture after the duplicate removal processing
Same MD5 value.
7. picture examination method according to claim 1, which is characterized in that the audit of the determination pending picture
As a result after, further includes:
The auditing result is updated in database；
Obtain the auditing result being updated in the database in preset time period；
Judge in the auditing result with the presence or absence of pending picture for violation picture；
If so, executing at least one following steps:
Cloud server will be uploaded to for the pending picture of violation picture；Or
It is retrieved as the user information of the pending picture of violation picture, the user information is reported into air control platform；Or
The auditing result is fed back to the provider of the pending picture for violation picture.
8. picture examination method according to claim 1, which is characterized in that described pending picture is sent to is examined from the background
Core platform, so that before the auditing result that background audit platform determines the pending picture, further includes:
Judge in the MD5 value of preset samples pictures, if exist and be less than in advance with the MD5 value Hamming distance of the pending picture
Set the MD5 value of threshold value；
If so, executing the background audit result for obtaining the corresponding preset samples pictures of the MD5 value；It is examined according to the backstage
Core is as a result, the step of determining the auditing result of the pending picture；
If it is not, execute it is described pending picture is sent to background audit platform so that background audit platform determine it is described to
The step of auditing the auditing result of picture.
9. picture examination method according to claim 1, which is characterized in that described to execute the acquisition MD5 value pair
The background audit result for the preset samples pictures answered；According to the background audit as a result, determining the audit of the pending picture
As a result before the step of, further includes:
Picture recognition technology is used to determine the corresponding preset samples pictures of the MD5 value and the pending picture for similar diagram
Piece.
10. picture examination method according to claim 1, which is characterized in that MD5 of the judgement in preset samples pictures
In value, if exist with the MD5 value of the pending picture before identical MD5 value, further includes:
The pictorial information of pending picture is obtained, the pictorial information includes the corresponding user information of the pending picture, root
Determine that the corresponding user of the pending picture is abnormal user or normal users according to the user information；
If abnormal user, continue to execute it is described judgement in the MD5 value of preset samples pictures, if exist with it is described pending
The step of MD5 value of picture identical MD5 value；
If normal users, judge in the MD5 value of preset samples pictures, if there is the MD5 value with the pending picture
Hamming distance is less than the MD5 value of preset threshold value；If so, after executing the corresponding preset samples pictures of the acquisition MD5 value
Platform auditing result；According to the background audit as a result, the step of determining the auditing result of the pending picture；If it is not, executing
It is described that pending picture is sent to background audit platform, so that background audit platform determines the audit of the pending picture
As a result the step of.
11. a kind of picture examination device characterized by comprising
Pending picture obtains module, for obtaining pending picture, generates the MD5 value of the pending picture；
Judgment module, for judging in the MD5 value of preset samples pictures, if there is the MD5 value with the pending picture
Identical MD5 value；
Auditing result determining module, for when there are identical MD5 value, obtaining the corresponding preset samples pictures of the MD5 value
Background audit result；According to the background audit as a result, determining the auditing result of the pending picture；
The auditing result determining module is also used to that the pending picture is sent to backstage there is no when identical MD5 value
Platform is audited, so that background audit platform determines the auditing result of the pending picture.
12. a kind of computer readable storage medium, which is characterized in that be stored with computer on the computer readable storage medium
Program realizes claims 1 to 10 described in any item picture examination methods when the computer program is executed by processor.
13. a kind of computer equipment, characterized in that it comprises:
One or more processors；
Memory；
One or more computer programs, wherein one or more of computer programs are stored in the memory and quilt
It is configured to be executed by one or more of processors, one or more of computer programs are configured to: execute according to power
Benefit requires 1 to 10 described in any item picture examination methods.
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| CN201810909473.1A CN109284894A (en) | 2018-08-10 | 2018-08-10 | Picture examination method, apparatus, storage medium and computer equipment |
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| CN201810909473.1A CN109284894A (en) | 2018-08-10 | 2018-08-10 | Picture examination method, apparatus, storage medium and computer equipment |
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Cited By (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110083733A (en) * | 2019-03-16 | 2019-08-02 | 平安城市建设科技(深圳)有限公司 | Picture examination method, apparatus, equipment and computer readable storage medium |
| CN110390558A (en) * | 2019-06-19 | 2019-10-29 | 平安银行股份有限公司 | The automatic check method of picture, device, terminal and readable storage medium storing program for executing |
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| CN113127667A (en) * | 2019-12-30 | 2021-07-16 | 阿里巴巴集团控股有限公司 | Image processing method and device, and image classification method and device |
| CN111178309A (en) * | 2019-12-31 | 2020-05-19 | 支付宝(杭州)信息技术有限公司 | Service processing method and device |
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| CN112100424A (en) * | 2020-08-28 | 2020-12-18 | 中保车服科技服务股份有限公司 | Certificate image classification collection method, device, equipment and medium |
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| CN112597339A (en) * | 2020-12-25 | 2021-04-02 | 合安科技技术有限公司 | Content security auditing method and device and related equipment |
| CN112818150A (en) * | 2021-01-22 | 2021-05-18 | 世纪龙信息网络有限责任公司 | Picture content auditing method, device, equipment and medium |
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| CN112860925A (en) * | 2021-01-26 | 2021-05-28 | 广东奥蓝科技发展有限公司 | Smart city law enforcement method based on big data |
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| CN114389862A (en) * | 2021-12-29 | 2022-04-22 | 中科信息安全共性技术国家工程研究中心有限公司 | Network illegal information detection system capable of improving monitoring performance |
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