CN108898167A - It breaks one's promise the display methods and device of number - Google Patents

Abstract

The invention discloses the display methods and device of a kind of number of breaking one's promise.Wherein, this method includes：The target multimedia message got is parsed, image data corresponding with target multimedia message and text data are obtained；Image data is identified according to preset image recognition rule, obtains image recognition result；And text data is identified according to preset text identification rule, obtain text identification result；When screening communicating number corresponding with target multimedia message for destination number according to image recognition result and text identification result, further judge whether destination number is number of breaking one's promise；If so, for break one's promise label of the number setting for being shown in communication of breaking one's promise.Which label that can will break one's promise when object of breaking one's promise is communicated using number of breaking one's promise is presented to other side, to cause huge obstruction to the social activity for object of breaking one's promise, it is effectively artificial at deterrence to breaking one's promise, and then promote it to correct discreditable behavior using the strength of public opinion.

Description

It breaks one's promise the display methods and device of number

Technical field

The present invention relates to field of computer technology, and in particular to a kind of display methods and device of number of breaking one's promise.

Background technique

Currently, China is accelerating to step into the credit epoch, personal credit problem has obtained more and more extensive concern.Accordingly Ground, personal credit start gradually mutually to link up with the every aspect in life.For example, certain medium platforms start to be believed according to individual Appraisal result provides a user infrastructure service, to bring huge convenience for user.

But at the same time still with the presence of the multiple discreditable behavior of part citizen, and plot is severe, has seriously affected society Meeting public order and the interests of the related common people.In existing way, for there are the citizens of multiple discreditable behavior, only when it Discreditable behavior offend to law baseline when, could law court in a manner of announcing and break one's promise roster to its personal information carry out It announces, to reach deterrent-effect.

But inventor has found in the implementation of the present invention, aforesaid way in the prior art at least exists following Defect：Since the roster that breaks one's promise that law court announces needs user actively to check and can know, and most people often has no time to check Such list, or even be unaware of this and go to check such list by which kind of channel.Therefore, lead to break one's promise people still in all kinds of social activities It is unblocked in activity, can not be veritably artificial at deterrence to breaking one's promise, it is even more impossible to promote it to correct discreditable behavior.It can be seen that Existing processing mode effect of breaking one's promise is undesirable.

Summary of the invention

In view of the above problems, it proposes on the present invention overcomes the above problem or at least be partially solved in order to provide one kind State the display methods and device of the number of breaking one's promise of problem.

According to an aspect of the invention, there is provided the display methods for number of breaking one's promise, including：Target multimedia message to getting It is parsed, obtains image data corresponding with the target multimedia message and text data；

Described image data are identified according to preset image recognition rule, obtain image recognition result；And root The text data is identified according to preset text identification rule, obtains text identification result；

Corresponding with the target multimedia message it will lead to when according to described image recognition result and the text identification result When signal code screening is destination number, further judge whether the destination number is number of breaking one's promise；

If so, for the break one's promise label of the number setting for being shown in communication of breaking one's promise.

According to another aspect of the present invention, the display device for number of breaking one's promise is provided, including：

Parsing module obtains figure corresponding with the target multimedia message suitable for parsing to the target multimedia message got As data and text data；

Identification module obtains image knowledge suitable for identifying according to preset image recognition rule to described image data Other result；And the text data is identified according to preset text identification rule, obtain text identification result；

Judgment module is screened, being suitable for working as will be with the mesh according to described image recognition result and the text identification result When the corresponding communicating number screening of mark multimedia message is destination number, further judge whether the destination number is number of breaking one's promise；

Label setup module, suitable for if so, for the break one's promise mark of the number setting for being shown in communication of breaking one's promise Label.

According to another aspect of the invention, a kind of electronic equipment is provided, including：Processor, memory, communication interface and Communication bus, processor, memory and communication interface complete mutual communication by communication bus；

Memory makes processor execute the aobvious of above-mentioned number of breaking one's promise for storing an at least executable instruction, executable instruction Show the corresponding operation of method.

In accordance with a further aspect of the present invention, a kind of computer storage medium is provided, at least one is stored in storage medium Executable instruction, executable instruction make processor execute the corresponding operation of display methods such as above-mentioned inactivating signal code.

The display methods and device of disclosed number of breaking one's promise according to the present invention, can be by handling the analysis of target multimedia message It determines number of breaking one's promise corresponding to object of breaking one's promise, and then is break one's promise mark of the number setting for being shown in communication of breaking one's promise Label.Which label that can will break one's promise when object of breaking one's promise is communicated using number of breaking one's promise is presented to other side, thus to breaking one's promise The social activity of object causes huge obstruction, can be effectively artificial at deterrence to breaking one's promise, and then utilizes the power of public opinion Amount promotes it to correct discreditable behavior.It can be seen that the processing mode effect of breaking one's promise in the present embodiment is even more ideal, be conducive to safeguard Social public order and the interests of the related common people.

The above description is only an overview of the technical scheme of the present invention, in order to better understand the technical means of the present invention, And it can be implemented in accordance with the contents of the specification, and in order to allow above and other objects of the present invention, feature and advantage can It is clearer and more comprehensible, the followings are specific embodiments of the present invention.

Detailed description of the invention

By reading the following detailed description of the preferred embodiment, various other advantages and benefits are common for this field Technical staff will become clear.The drawings are only for the purpose of illustrating a preferred embodiment, and is not considered as to the present invention Limitation.And throughout the drawings, the same reference numbers will be used to refer to the same parts.In the accompanying drawings：

Fig. 1 shows the flow diagram of the display methods of the number of breaking one's promise of one embodiment of the invention；

Fig. 2 shows the flow diagrams of the display methods of the number of breaking one's promise of another embodiment of the present invention；

Fig. 3 shows a kind of structure drawing of device of the display device of number of breaking one's promise of further embodiment of this invention offer；

Fig. 4 shows the structural schematic diagram of a kind of electronic equipment according to an embodiment of the present invention.

Specific embodiment

Exemplary embodiments of the present disclosure are described in more detail below with reference to accompanying drawings.Although showing the disclosure in attached drawing Exemplary embodiment, it being understood, however, that may be realized in various forms the disclosure without should be by embodiments set forth here It is limited.On the contrary, these embodiments are provided to facilitate a more thoroughly understanding of the present invention, and can be by the scope of the present disclosure It is fully disclosed to those skilled in the art.

Fig. 1 shows the flow diagram of the display methods of the number of breaking one's promise of one embodiment of the invention.As shown in Figure 1, This method includes：

Step S110：The target multimedia message got is parsed, obtain image data corresponding with target multimedia message with And text data.

Wherein, target multimedia message is either the whole multimedia messages received, are also possible to carry out by broad classification rule A part for filtering out after classification and break one's promise that there may be associated multimedia messages for content.The present invention to the source of target multimedia message and range not It limits.

Specifically, since target multimedia message may be encrypted according to preset encryption rule, it, can be in parsing Target multimedia message is parsed according to corresponding with the ciphering process of target multimedia message decryption rule, obtain include in target multimedia message Multimedia message picture, to determine corresponding with target multimedia message image data according to the multimedia message picture.In addition, due to multimedia message picture In often include character property content, therefore, further to multimedia message picture carry out Text region processing, obtain and target multimedia message phase Corresponding text data.Specifically, OCR (Optical Character Recognition, optical character identification) can be passed through Technology identifies the character property content (such as Chinese character, English, number etc.) in picture.

For the ease of inquiry, image data and text data and target multimedia message are associated storage in the present embodiment. Due to the target multimedia message in actual conditions may to be multiple, distribute a unique multimedia message for each target multimedia message and identify Then corresponding image data and text data are identified associated storage with the multimedia message respectively, in order to subsequent by (such as key assignments) Analysis.

Step S120：Image data is identified according to preset image recognition rule, obtains image recognition result；With And text data is identified according to preset text identification rule, obtain text identification result.

Wherein, image recognition rule may include a variety of, for example, can directly be identified according to the pixel in image, Image disaggregated model can also be constructed to be identified.When it is implemented, can be for the violence or the progress of threatening content in image Identification, to obtain the picture recognition result for indicating the type of the picture.Similarly, text identification rule may also comprise more Kind, for example, can directly be identified according to preset white list or blacklist, textual classification model can also be constructed and known Not.When it is implemented, can be identified for the related content of dunning in text, to obtain the type for indicating the text Text identification result.

In short, the present invention to image recognition rule and text identification rule specific intension without limitation, this field skill Art personnel can flexible setting.

Step S130：When will messenger corresponding with target multimedia message according to image recognition result and text identification result When code screening is destination number, further judge whether destination number is number of breaking one's promise.

Specifically, firstly, judged whether according to image recognition result and text identification result will be opposite with target multimedia message The communicating number screening answered is destination number.Specific judgment rule can be determined according to actual scene, for example, in more wide in range field Jing Zhong, can be by image recognition result break one's promise class result or text identification result be break one's promise class result target multimedia message it is corresponding Communicating number screening is destination number；In more harsh scene, can be by image recognition result and text identification result The corresponding communicating number screening of the target multimedia message of class of breaking one's promise result is destination number.

Then, further judge whether destination number is number of breaking one's promise.Specific judgment mode can also be according to actual field Scape determines.For example, destination number can be all determined as number of breaking one's promise, can also according to the modes such as user's mark further from Screening is broken one's promise number in destination number, the present invention to specific judgment mode without limitation.

Step S140：If so, for break one's promise label of the number setting for being shown in communication of breaking one's promise.

When determining destination number is to break one's promise number, break one's promise to break one's promise number setting for what is shown in communication Label.Specifically, it can be stored in Cloud Server side and break one's promise number and its corresponding label of breaking one's promise correspondingly is monitored when subsequent When communication event relevant to the number of breaking one's promise, this is broken one's promise into label display in client corresponding with the communication event.Or Person, Cloud Server side can also be stored break one's promise number and its corresponding label of breaking one's promise is handed down to each client, for each A client when detecting communication event relevant to the number of breaking one's promise, by this break one's promise label display with the communication event pair In the client answered.

In short, above-mentioned each step can both be realized by client-side, can also be realized by server side, it can also be by Server and client side realizes jointly.But since server can get the target multimedia message of magnanimity, it is preferred, therefore, that right The process that target multimedia message is screened is realized in Cloud Server side.

The display methods of disclosed number of breaking one's promise according to the present invention can be lost by determining to the analysis processing of target multimedia message Believe number of breaking one's promise corresponding to object, and then is break one's promise label of the number setting for being shown in communication of breaking one's promise.The party The formula label that can will break one's promise when object of breaking one's promise is communicated using number of breaking one's promise is presented to other side, thus to the society for object of breaking one's promise It turns over a finished item to move and causes huge obstruction, can be effectively artificial at deterrence to breaking one's promise, and then promote it using the strength of public opinion Correct discreditable behavior.It can be seen that the processing mode effect of breaking one's promise in the present embodiment is even more ideal, it is public to be conducive to maintenance society Order and the interests of the related common people.

Fig. 2 shows the flow diagrams of the display methods of the number of breaking one's promise of another embodiment of the present invention.Such as Fig. 2 institute Show, this method includes：

Step S200：MMS flow quantity information is obtained by preset MMS flow quantity interface, MMS flow quantity information is divided Analysis, to obtain target multimedia message.

Wherein, the particular number and form of MMS flow quantity interface may depend on the communication specification of corresponding operator.For example, Multiple MMS flow quantity interfaces for butting up against different operators respectively can be respectively set, to be grabbed in real time from each operation The MMS flow quantity information of quotient.By analyzing MMS flow quantity information, available each multimedia message wherein included.

When determining target multimedia message, it can all regard whole multimedia messages that analysis obtains as target multimedia message, can also first pass through Preset filter is filtered whole multimedia messages, with the completely irrelevant multimedia message of the content that filters out and break one's promise, by it is remaining may be with The related multimedia message of content of breaking one's promise is as target multimedia message, to reduce subsequent calculation amount.Wherein, the concrete form of filter can be by this Field technical staff's flexible setting.

Step S210：The target multimedia message got is parsed, obtain image data corresponding with target multimedia message with And text data.

The specific implementation of this step can refer to the description of step S110, and details are not described herein again.

Step S220：It determines image feature vector corresponding with image data, image feature vector is inputted preset Image classification model, obtains image recognition result.

Wherein, image feature vector is a kind of for indicating the probability vector of picture classification, which can be one Kind multidimensional characteristic vectors, specific number of dimensions can flexibly be set.When it is implemented, the picture for including in image can be extracted in advance Prime information obtains image feature vector after handling Pixel Information.In addition, image classification model can be by marked Image feature vector corresponding to the sample image of classification is trained to obtain, and various machine learning or nerve net specifically can be used Network algorithm.

For example, the multimedia message comprising contents such as violence, threatenings can be extracted in advance as sample multimedia message, and mark the sample that is positive This, while normal chat multimedia message is extracted as sample multimedia message, and is labeled as negative sample, so that sample image is obtained, to sample The image feature vector of image is trained to obtain above-mentioned image classification model.

In a kind of concrete implementation mode, in order to save the training time of model, the training effectiveness of sample multimedia message is promoted, It can use the existing model for realizing the various classification in other scenes and carry out transfer learning, to obtain being suitable for this hair The image classification model of application scenarios in bright.Wherein, the existing model letter for realizing the various classification in other scenes Referred to as old model, the old model are the models that can identify thousands of kinds of classification generated after mass picture training.I.e.：Old mould The applicable scene of type is wide in range, classification is many kinds of.But if old model directly applies to the identification scene of the multimedia message in the application In, then the accuracy of recognition result can be caused too low due to not having specific aim.To solve the above-mentioned problems, the present embodiment is logical It crosses on the deep learning network obtained in old model and is superimposed the mode of the fully-connected network of multilayer, it is stronger to obtain specific aim New model (the image classification model i.e. in the application).New model can finally export needed for multimedia message picture identification 6-8 Classification.It can be seen that the side of transfer learning is carried out to old model by the sample multimedia message relevant to type of breaking one's promise newly being collected into Formula can be obviously improved the specific aim of new model, it is made to take into account accuracy and training effectiveness.It can be seen which can Using the sample information of breaking one's promise got, transfer learning is carried out to the first identification model (i.e. above-mentioned old model), to obtain second Identification model (i.e. above-mentioned new model).

It can be seen that being trained using the multimedia message picture being newly collected into new network, new transfer learning can be obtained Model (the image classification model i.e. in the application).This model can preferably be fitted the classification of multimedia message picture.It utilizes simultaneously Transfer learning is also greatly saved the time of training pattern needs.Correspondingly, which can be utilized and be instructed on legacy data collection The model perfected solves multimedia message picture classification problem.Specifically, retain the parameter of all convolutional layers in trained old model, And the full articulamentum of the last layer in old model is replaced with to the full Connection Neural Network an of multilayer.Because trained old Model has been provided with the understandability to picture, so the huge parameter of the nervous layer in addition to the last layer does not need to instruct again Practice, it is only necessary to which thus training effectiveness is substantially improved in the newly added full Connection Neural Network of training.Wherein, full articulamentum one As the two dimensional character figure that convolution exports can be converted to an one-dimensional vector.Full articulamentum is also a kind of convolutional layer, for defeated The each figure vector entered enables whole picture figure to be converted into digital form using one and image nuclear convolution of a size One number.Full articulamentum generally consists of two parts：A part is linear segment, mainly does Linear Mapping；Another part right and wrong Linear segment, for doing non-linear conversion to the output result of linear transformation.Specific training process is as follows：In multimedia message image data On collection, feature extraction is carried out to image using trained convolutional neural networks, then will extract obtained feature vector as It inputs to train a completely new full Connection Neural Network to handle classification problem new in the present invention, instruction needed for transfer learning Complete model will far smaller than be trained by practicing time and number of training, but in terms of classification results, model is on new data set It can restrain quickly, and reach good classifying quality.

In addition, samples pictures can be divided into following five seed type in the training process of image classification model：

(1) class of dunning picture：Mainly personage is plus the picture obtained after law court or lawyer's official document；It is also possible to be personage In addition the various splicing pictures for abusing file and porny composition；

(2) invoice class picture：The text information drawn a bill mainly is switched to picture to send；

(3) pornographic class picture：Refer to various porny；

(4) commercial paper picture：The mainly promotion picture such as businessman's discounting, the first transaction of a day's business；

(5) normal class picture：Mainly some pictures of mobile phone normal photographing.

Correspondingly, the output result of image classification model mainly includes five above-mentioned seed types, and the present embodiment emphasis closes Infuse above-mentioned (1) class picture.

Step S230：It determines Text eigenvector corresponding with text data, Text eigenvector is inputted preset Textual classification model obtains text identification result.

Wherein, textual classification model can be obtained by way of training in advance.It, can be in advance by sample for the ease of training Multimedia message is labeled as positive sample or negative sample.Wherein, positive sample is the sample of type of breaking one's promise, and negative sample is the sample of non-type of breaking one's promise This.Optionally, positive sample can also be further labeled as to the positive sample of multiple grades.For example, in the present embodiment, Ke Yigen Positive sample is divided into three grades according to the source of positive sample, wherein the positive sample of the first estate mainly includes what user sent Excited multimedia message of dunning, the positive sample of the second grade mainly include from law court or rule official document class multimedia message, third etc. The positive sample of grade mainly includes the delay refund multimedia message from credit card platform or loan platform.Specifically, in divided rank, It is classified as a kind of (positive sample of i.e. above-mentioned the first estate) by the contents such as be related to personal attack, abuse, threaten, accordingly, it is desirable to Determine whether multimedia message sample belongs to the positive sample of the first estate in conjunction with preset dictionary of breaking one's promise；It will be related to quoting legal provision progress The content dunned is classified as a kind of (positive sample of i.e. above-mentioned second grade), correspondingly, can pre-establish law article dictionary, be used for Legal provision relevant to affairs such as debt repayments is stored, and determines whether multimedia message sample belongs to second etc. in conjunction with the law article dictionary The positive sample of grade；By be related to the loan platforms such as p2p, credit card it is overdue etc. it is normal the contents such as remind be classified as a kind of (i.e. above-mentioned the The positive sample of three grades), correspondingly, credit dictionary can be pre-established, for storing wording relevant to character loan, and tied It closes the credit dictionary and determines whether multimedia message sample belongs to the positive sample of the tertiary gradient.Grade classification mode mentioned above is mainly fitted For carrying out grade classification for the content of text for including in multimedia message.Then, word segmentation processing is carried out to the sample multimedia message after mark, And feature vector corresponding with sample multimedia message is determined according to word segmentation processing result.Wherein, the corresponding feature of sample multimedia message to Amount includes：Term vector (i.e. multimedia message term vector), theme vector, and/or numeric type vector etc..Due to word segmentation processing and determine special Levying vector, complicated operation, and therefore, for the compactedness of description, the end that the contents of the section is placed on the present embodiment is concentrated It illustrates, details are not described herein again.Finally, a variety of machine learning algorithms can be passed through when according to feature vector training text disaggregated model It is trained, for example, can be trained by neural network scheduling algorithm.Also, it can also be according to factors pair such as the feedbacks of user The disaggregated model that training obtains is modified, with lift scheme precision.Step S240：Known according to image recognition result and text Other result judges whether to screen communicating number corresponding with target multimedia message for destination number.

In the present embodiment, when image recognition result and text identification result be all break one's promise type recognition result when, Determination screens communicating number corresponding with target multimedia message for destination number.Due in actual conditions, picture classification and text This classification is likely to occur erroneous judgement, and therefore, image recognition result and text identification result are accounted for simultaneously can be significant Promote the accuracy rate of judgement.

In addition, the result for type of breaking one's promise further is divided into three etc. by textual classification model in this present embodiment Grade, for the multiple and different grade of breaking one's promise of determination, therefore, when image recognition result and text identification result are all to break one's promise When the recognition result of type, target number is further determined according to the grade of breaking one's promise of image recognition result and/or text identification result The class information of code.It, may be related to number of breaking one's promise since target multimedia message is large number of, it is also possible to it is unrelated with number of breaking one's promise, Therefore, the essence of this step, which is equivalent to according to disaggregated model, judges whether target multimedia message is related to number of breaking one's promise, if so, will be with The corresponding communicating number screening of target multimedia message is destination number.Wherein, communicating number corresponding with target multimedia message includes：Mesh The number for including in the number of the recipient of mark multimedia message, the number and target coloured silk body of the sender of target multimedia message.Tool When body is realized, the concrete type of communicating number corresponding with target multimedia message can be judged according to the content of target multimedia message.Than Such as, when the content of target multimedia message is to dun content, then the number of the recipient of target multimedia message can be determined as destination number； For another example, when the content of target multimedia message is the content for refusing to pay one's debt, then the number of the sender of target multimedia message can be determined as Destination number；For another example, when the content of target multimedia message is that the subpoena that issues of law court notifies what class multimedia message or credit platform issued to press for payment of When refund multimedia message, it may include all kinds of identity informations such as the number information of accommodator in target coloured silk body, then can incite somebody to action The number for including in target coloured silk body is determined as destination number.

Step S250：If so, further judging whether destination number is number of breaking one's promise.

Screened in previous step in order to prevent destination number inaccuracy, promote the accuracy of identification, by this step into One step judges whether destination number is number of breaking one's promise.When specifically judging, various ways can be used, mainly use visitor in the present embodiment The mode of family end aid mark：When monitoring communication event relevant to destination number, in corresponding terminal circle of communication event Show in face for prompting user break one's promise the prompt information of class label processing for the destination number；According to receive with The corresponding confirmation flag information of prompt information determines whether destination number is number of breaking one's promise.Specifically, first destination number is added Enter in preset monitoring list, which both can store can also be handed down to each client on Cloud Server, with Just communication event relevant to destination number is monitored in the follow-up process.Wherein, communication event relevant to destination number includes： Calling event goes electric event, multimedia message event, the chat event based on all kinds of chat applications etc..In short, all joined by destination number It can be used as the monitoring object in the present invention with the event of communication.When monitoring communication event relevant to destination number, Show in the corresponding terminal interface of communication event for prompting user break one's promise the mentioning of class label processing for the destination number When showing information, which is similar to forms such as " user may be object of breaking one's promise, PLSCONFM ".In addition, for prompting to use Family break one's promise for the destination number class label processing prompt information in can also further include the grade of destination number Information, for example, the prompt information is " user may be that level-one is broken one's promise object, PLSCONFM " etc..The class information of destination number Guidance can be provided for the confirmation operation of user.It, can be in call circle of client when communication event is incoming call or goes electric event Prompt information is added in face, and the entrance for confirmation is set, so that user sends confirmation flag information；When communication event is coloured silk When believing class event, the multimedia message comprising prompt information can be issued to client, and comprising true for guiding user to send in multimedia message Recognize the content of mark information.

In addition, determining whether destination number is mistake according to the confirmation flag information corresponding with prompt information received When signal code, judge by accident in order to prevent, it can be using the memory judgement of at least one of following three kinds of modes：

In the first way, determine whether the number of the confirmation flag information corresponding with destination number received is big In preset threshold, determine whether destination number is number of breaking one's promise according to judging result.For example, if receive with destination number phase The number of corresponding confirmation flag information is more, then illustrate the number be break one's promise number probability it is larger, correspondingly, determined For number of breaking one's promise.

In the second way, terminal corresponding to the confirmation flag information corresponding with destination number received is obtained The user identifier of user determines whether destination number is number of breaking one's promise according to the number of user identifier.Wherein, user identifier can The information such as one user of unique identification, such as the cell-phone number that can be user.It correspondingly, can be true according to the number of user identifier Whether the fixed user that the destination number is marked is the same user, if the same user, even if there are many label number, But, it would still be possible to it is cheating, therefore, only just determines that destination number is inactivating signal when the number of user identifier is more Code.

In the third mode, the time corresponding to the confirmation flag information corresponding with number of breaking one's promise received is obtained Information determines whether destination number is number of breaking one's promise according to the period distribution situation of temporal information.Corresponding to confirmation flag information Temporal information refer to that user sends the time of the confirmation flag information, corresponding to the confirmation mark information that each time is received Temporal information is drawn on a timeline, so that it is determined that the period distribution situation of temporal information, if each secondary confirmation flag information collects In in the same period then illustrate that there may be same users to pass through the case where multiple equipment is practised fraud simultaneously；Conversely, if each confirmation Period locating for mark information it is more dispersed and it is irregular say, then illustrate the number be break one's promise number a possibility that it is bigger.

In actual conditions, above-mentioned three kinds of modes can be used in combination, to further promote judging nicety rate.

In addition, can also be realized further combined with other modes, example when whether judge destination number is to break one's promise number Such as, by preset law court's class official information storage into official's database, in conjunction with official's database judge destination number whether be It breaks one's promise number.Wherein, official's database is used to store is determined as breaking one's promise the list list of object by law court.

Step S260：If so, for break one's promise label of the number setting for being shown in communication of breaking one's promise.

Wherein, which can be used various ways realization, for example, can be directly by the number and corresponding of breaking one's promise Label of breaking one's promise is supplied to corresponding operator, and corresponding mark of breaking one's promise is arranged for the number of breaking one's promise by the communication server by operator Label, to show the label of breaking one's promise to corresponding terminal user when the number of breaking one's promise carries out any communication behavior.For another example, may be used This is directly broken one's promise number and corresponding label of breaking one's promise is stored on Cloud Server, correspondingly, when terminal device execute it is logical When letter event, first passes through the client software installed on terminal device and send request to Cloud Server, to be sentenced by Cloud Server Whether the number to break in the communication event is number of breaking one's promise, if so, notice client software shows corresponding label of breaking one's promise.

When specific implementation, will break one's promise number and label associated storage of breaking one's promise corresponding with number of breaking one's promise are to Cloud Server In, to create and use in communication terminal corresponding with number of breaking one's promise when to monitor communication event relevant to number of breaking one's promise In the display interface for showing label of breaking one's promise.

It optionally, can also be further by break one's promise number and mistake corresponding with number of breaking one's promise stored in cloud server Beacon, which is signed, issues communication terminal corresponding with number of breaking one's promise, and is saved so that communication terminal is locally downloading, so as to again When monitoring communication event relevant to number of breaking one's promise, according to the number and corresponding with number of breaking one's promise of breaking one's promise locally saved Label of breaking one's promise creation is for showing the display interface for label of breaking one's promise.When specifically issuing, it can break one's promise what is saved in Cloud Server Number and its label of breaking one's promise uniformly are stored in record sheet of breaking one's promise, so that the full content in the record sheet of breaking one's promise be issued respectively To each communication terminal.Optionally, in order to save the memory space of each communication terminal, each communication can also be analyzed in advance eventually Contact information (i.e. address list) on end, and then the pass with the communication terminal is issued to each communication terminal based on the analysis results The biggish number of breaking one's promise of connection property, to promote the specific aim issued.Wherein, with the biggish inactivating signal of the relevance of the communication terminal Code is determined according to the minimal path value between each node in preset contact person's chart.For example, can be according to each communication Contact information in terminal constructs contact person's chart, which is made of node and side, wherein by each contact person Corresponding communication identifier (such as communicating number) is used as a node, is identified with side and is directly associated between two nodes.For example, It is related in the cell phone address book of contact person A (corresponding communication identifier A) number of people B (corresponding communication identifier B), alternatively, communication There is history message registration of certain time length etc. between mark A and communication identifier B, then in contact person chart interior joint A and section Establishing between point B has a line.Correspondingly, for the user of each communication terminal, the corresponding each section of the user is analyzed Minimal path value is less than the node of certain threshold value as relevant to the user by the minimal path value between point and other nodes Node, and then the number of breaking one's promise for including in node relevant to the user is only sent to the user.Wherein it is possible to pass through following Formula calculates the minimal path value between two nodes (first node and second node) either in two ways：(1) it calculates Minimal path value between first node and second node, including：First node and the second section are calculated using shortest path first Shortest path between point；Using the number on the side for including in shortest path as minimal path value.(2) first node and the are calculated Minimal path value between two nodes, including：Obtain the All Paths between first node and second node；To first node and Either path between second node obtains the weighted value on each side on the path, calculates the weighted value on all sides in the path The sum of be used as weighted sum；Wherein, on the path it is each while weighted value and this while two node corresponding relationship sides between go through The history number of calls has negatively correlated incidence relation；Weighted sum in All Paths between first node and second node is minimum Path as shortest path, using corresponding weighted sum as minimal path value.Furthermore it is also possible to according to the occupation of terminal user The all types of user such as information, regional information attribute information issues and the biggish mistake of the relevance of the communication terminal to each communication terminal Signal code.

Wherein, above-mentioned label of breaking one's promise can be used for the end of the communication corresponding to all kinds of communication events relevant to number of breaking one's promise Show in end.Wherein, all kinds of communication events relevant to number of breaking one's promise include：By incoming call thing of the number as calling party of breaking one's promise Part, by break one's promise number as callee go electric event, by break one's promise number as sender or recipient multimedia message event or chat Its event etc..It can be seen that the number of breaking one's promise for object of breaking one's promise can be screened based on multimedia message through the above way, and then in its communication When show and break one's promise label to communication participant.The necessary means of social development in today's society are had become due to communicating, lead to It crosses and shows label of breaking one's promise in communication event, the affiliate for the object that can make to break one's promise understands its discreditable behavior, and then this is made to break one's promise The social process of object is obstructed, so that it be forced quickly to stop discreditable behavior (such as cash payment on account under the pressure of public opinion Deng).

In addition, determination mentioned above Text eigenvector corresponding with text data is finally elaborated, by text Feature vector inputs preset textual classification model, to obtain the operating process of text identification result.It is with target multimedia message below Example is described, and the operating process of sample multimedia message is similar therewith, and details are not described herein again.Specifically, first text data is divided Word processing, when specific processing, in addition to being segmented using Ali, can also be segmented using IKAnalyzer, Pan Gu etc. participle tool into Row participle, the embodiment of the present application do not limit the specific tool that participle uses.After participle, need further true according to word segmentation result Determine feature vector, wherein the generating mode of feature vector includes at least one of following four：

In the first way, Text eigenvector includes term vector.Specifically, word segmentation processing is carried out to target multimedia message, To obtain at least one participle of target multimedia message；Respectively by least one segment in each participle input term vector tool obtain At least one term vector；By all term vectors and the acquisition of preset corpus word matrix multiple and target at least one term vector The corresponding multimedia message term vector of multimedia message.It can be seen which after participle, further obtains the term vector of each participle, lead to Term vector is crossed to indicate the semanteme of each participle.Term vector is that each of language word is mapped to a fixation by training The vector of length can obtain the term vector of each participle by the way that each participle is inputted term vector tool, such as can pass through Word2vec tool obtains each participle as Feature Mapping to K dimension space the term vector of participle.Wherein, in term vector tool Include corpus word matrix, be the matrix of n*k in the corpus word matrix, n is the participle amount in database, and k is the dimension of each word Degree, it is assumed that comprising 800 participles, the dimension of term vector set as 100 in a certain term vector tool, then the corpus word square Battle array is then the matrix of 800*100.Participle is inputted into term vector tool, term vector tool, which can obtain one, indicates the participle position This vector and corpus word matrix multiple simultaneously can be obtained and export the term vector of this participle by vector.Obtaining target multimedia message Each participle term vector after, further, in order to indicate the semanteme of target multimedia message, by by all points of target multimedia message The product and corpus word matrix multiple of the term vector of word obtain the target term vector of target multimedia message.Such as：Assuming that the corpus word square Battle array is the matrix T of 800*100, if target multimedia message has 10 participles, n1~n10 respectively indicates the term vector of this 10 participles, The product of n1*n2* ... n10 and corpus word matrix T-phase are multiplied to the target term vector for obtaining target multimedia message, i.e. target term vector is equal to n1*n2*…n10*T。

In the second way, Text eigenvector includes theme vector.Specifically, the target multimedia message got is carried out Word segmentation processing, when determining Text eigenvector corresponding with target multimedia message according to word segmentation processing result, according to target multimedia message It carries out at least one participle obtained after word segmentation processing and the generation model acquisition of preset semantic topic is opposite with target multimedia message The theme vector answered.For example, LDA can be passed through (Latent Dirichlet Allocation, semantic topic generate model) Obtain theme vector, that is, theme belonging to target multimedia message.Specifically, by all participles at least one participle of target multimedia message LDA model is inputted, LDA model can correspond to each participle and obtain the vector for indicating its affiliated theme topic probability, then will be defeated The addition of vectors of its affiliated theme topic probability of the expression of all participles entered, in the vector and LDA model that will add up Theme matrix multiple obtain target multimedia message theme vector and output.Such as：Assuming that the theme matrix of LDA model is 10* 100 matrix T1, if target multimedia message has 10 participles, it is general that m1~m10 respectively indicates theme topic belonging to this 10 participles M1*m2* ... m10 is added the theme vector for the acquisition target multimedia message that is then multiplied again with theme matrix T1, i.e. target by the vector of rate The theme vector of multimedia message is equal to (m1+m2+ ... m10) * T1.Preferably, the second way can be combined with first way, For example, using at least one segment in each participle as fisrt feature, multimedia message term vector as second feature, theme vector make It is combined into an eigenmatrix (being equivalent to feature vector mentioned above) for third feature, by this feature Input matrix text classification Model classifies to target multimedia message, to determine whether it is the multimedia message for type of breaking one's promise.Correspondingly, textual classification model is by such as Lower method obtains：Using preset multimedia message classifying rules, polytypic textual classification model is constructed, wherein textual classification model In parameters be configured according to the attributive character of multimedia message, attributive character include multimedia message participle, term vector and theme to Amount；Obtain the multimedia message of plurality of classes, wherein every other multimedia message of type includes a plurality of；Using the multimedia message of plurality of classes as training sample This is trained textual classification model, calculates the parameters in textual classification model, the text classification mould after being trained Type.Which is classified according to the participle, term vector and theme vector of multimedia message, increase classification can foundation feature so that Can be more careful, deep to the classification of multimedia message, improve the accuracy of result.In addition, since term vector not only characterizes multimedia message sheet The semanteme of body, additionally it is possible to characterize the relationship between multimedia message and similar multimedia message, and theme vector can characterize master belonging to multimedia message Topic and the relationship between other themes, by the term vector and theme vector of multimedia message, can help text disaggregated model to new , similar multimedia message classify, improve the generalization ability of textual classification model, that is, improve the resolution to multimedia message.

In the third mode, Text eigenvector includes numeric type vector.Specifically, to the target multimedia message got into Row word segmentation processing when determining feature vector corresponding with target multimedia message according to word segmentation processing result, is obtained and is wrapped in target multimedia message The each participle and digital information that contain, calculated separately on the basis of digital information each participle to each digital information away from From；Will be apart from as weight, each participle is used as dimension, MMS content is described corresponding with target multimedia message to generate Numeric type vector.It can include digital information in many multimedia messages due in actual conditions, for example, the consumption information, remaining that bank sends What the refund multimedia message comprising repayment amount and law court that volume information or credit platform are sent were sent presses for payment of the short of credit balance The multimedia message etc. comprising amount owed that breath and creditor send.Therefore, it is necessary to first parse the digital information in multimedia message, and it is directed to Digital information is targetedly handled.It is parsed again after specifically can first deleting the specific information in original multimedia message, to prevent It interferes.Wherein, specific information includes the information such as URL, the IP address in multimedia message, by those information deletions, to prevent to table Levy the interference of the useful digital informations such as spending amount, logistics odd numbers.In short, since digital information is for text information, Possible significance level is higher, larger for the judgement meaning of amount owed and telephone number in multimedia message of dunning, therefore, passes through The digital content extracted in multimedia message can preferably promote the accuracy of judging result to generate numeric type vector.Specific implementation When, it may also be combined with condition random field algorithm to predict the meaning for each digital representation for including in multimedia message, whether to analyze it For number or the debt information of breaking one's promise.

The generating mode of above-mentioned several feature vectors can be used alone, and can also be used in combination, when used in combination, Each type of vector respectively as feature vector a dimension, thus generate a multidimensional characteristic vectors.Correspondingly, text The training process of disaggregated model and the generating mode of feature vector are corresponding.By the above-mentioned means, can accurately determine target The type of multimedia message to filter out the multimedia message for type of breaking one's promise, and analyzes corresponding number of breaking one's promise accordingly.

In addition, in above process, it is contemplated that the malicious act that debtor falls into debt repeatedly often enrages creditor, so that Creditor is for indignation or threatens and sends the disagreeableness MMS content of the tone to debtor.For this purpose, mistake can also be pre-established Believe dictionary, the dictionary of breaking one's promise is for storing the various vocabulary for abusing, threatening class.Correspondingly, preferentially by each participle and word of breaking one's promise Vocabulary in allusion quotation is matched, at least one participle to match with dictionary of breaking one's promise, then can primarily determine the target if it exists Multimedia message may be related to type of dunning.Further, can also according to the quantity of participle to match with dictionary of breaking one's promise and Determine that target multimedia message is the probability of class multimedia message of dunning with degree score.

In addition, in above process, term vector can be trained in advance, term vector mentioned above is obtained according to training result Tool.When specific training, needs to screen the multimedia message that transmission number is personal number from the sample multimedia message being collected into and be trained. For example, stressing the multimedia message for selecting personal mobile phone number to send to be trained, concrete reason is：Usually abuse the multimedia message of property not Port can be walked to issue, therefore, by selecting the source of sample multimedia message to be capable of the accuracy of effective training for promotion result.On in addition, It states analysis MMS content and generates the operation of feature vector and preferably realize beyond the clouds.Correspondingly, when realizing, communication terminal device In operating system can be generally the open some interfaces of application program, required information is obtained from system for application program.Cause This is monitored in embodiments of the present invention in order to the multimedia message reception condition to communication terminal, can be in communication terminal Run an application program, then can utilize communication terminal system this feature, in an operating system to application program into Row registration.In this way, when operating system broadcast notice messages, application program can this notification message of uppick, and therefrom Information needed for obtaining.For example, the operating system of communication terminal will broadcast the multimedia message and receive message when receiving multimedia message, and The telephone number of multimedia message sender is carried, in this way, application program can monitor the event, and therefrom gets multimedia message transmission The telephone number of side.In short, the multimedia message relevant information that client (i.e. communication terminal device) can will acquire is reported to cloud clothes Business device, for Cloud Server analysis.Optionally, multimedia message complete content is reported to showing for cloud damage privacy of user in order to prevent As occurring, default processing can be carried out to the multimedia message relevant information that client is got in the present embodiment, so that Cloud Server Original MMS content can not be got.This presets processing：Hash processing etc..For example, when client receives multimedia message, Calculate the corresponding cryptographic Hash of content of multimedia message；The corresponding cryptographic Hash of the content of multimedia message is uploaded into cloud server, for cloud End server classifies to multimedia message according to the cryptographic Hash.Wherein, client calculates the corresponding cryptographic Hash of content of multimedia message Process specifically includes：Word segmentation processing is carried out to the content of multimedia message；Different vector values is assigned to each word after participle, summarizes meter Calculation obtains the corresponding simhash value of content of multimedia message.

In summary, mode provided in this embodiment can effectively excavate potential inactivating signal using the multimedia message being collected into Code, and the modes such as user annotation is combined to ensure to break one's promise the accuracy of number.Moreover, by being arranged for number of breaking one's promise for communicating When the label of breaking one's promise that shows, the label of breaking one's promise can be presented to this communication when the number of breaking one's promise carries out all kinds of communication behaviors Stakeholder, to achieve the effect that promote to break one's promise by way of public opinion and common people's supervision, people fulfils obligations.Due to The daily communication of people be unable to do without communication behavior, and therefore, the deterrent-effect of the method is ideal.

In addition, in the present embodiment, in order to which the exhibition method for the number that makes to break one's promise is more flexible, understand also for convenient for the public The concrete condition of corresponding executed person of breaking one's promise may further determine that the number attribute information and/or associated diagram of number of breaking one's promise As information.Wherein, the number attribute information of number of breaking one's promise and/or associated images information can be according in the communication interfaces of terminal device Preset Communication Review entrance obtains.For example, after detecting communication event, corresponding with the communication event logical Believe and pop up Communication Review entrance in interface, evaluated for the communication object in this communication event for user's input in Hold, age, the occupational information that can specifically input the information of breaking one's promise about communication object, can also input communication object, it might even be possible to The photo of uplink object, video information.Cloud Server receives what each communication terminal was arrived by Communication Review inlet collector About the comment information of each communication object, and according to above-mentioned comment information determine break one's promise number number attribute information and/or Associated images information.When it is implemented, the Communication Review entrance can be open only for the terminal user for participating in communication event.For Prevent user's malice from commenting on, the terminal user for having neither part nor lot in communication event can not be for the communication object in corresponding communication event It is commented on.Correspondingly, break one's promise number setting for communication when shown break one's promise label when, according to number of breaking one's promise Number attribute information determines the label attribute information for including in the label of breaking one's promise of the number of breaking one's promise, and/or, according to number of breaking one's promise Associated images information determines the label image information for including in the label of breaking one's promise of the number of breaking one's promise.Wherein, label attribute information packet Include at least one of the following：Information for the grade that indicates to break one's promise (such as can divide multiple mistakes according to the severity broken one's promise Letter grade), for the information of the time that indicates to break one's promise (such as indicate specific number of days of breaking one's promise, longer its behavior of explanation of number of days is more disliked It is bad), for the information of the event that indicates to break one's promise (such as indicate specific event type, such as debt class refuses reparation class, do not abide by Public regulation class) and for the object identity that indicates to break one's promise information (such as the identification card number for object of breaking one's promise, post, native place Deng).The concrete behavior and identity of object of breaking one's promise can be understood convenient for other users by label attribute information.Label image information Including at least one of the following：Information (the individual for executed person of such as breaking one's promise corresponding with the photo for object of breaking one's promise or video Photo) and with the photo for the event of breaking one's promise or the corresponding information of video (such as event corresponding video recording etc.).Pass through label figure As information can understand the macroscopic features of object of breaking one's promise convenient for other users, to cause to deter to object of breaking one's promise.In addition, aobvious Show when breaking one's promise label, multiple mistakes for corresponding respectively to different label attribute information and/or label image information can be preset Believe indicating template, the label attribute information and/or label from the label that determines and break one's promise in preset multiple indicating templates of breaking one's promise What image information matched break one's promise indicating template；In terminal device according to in label of breaking one's promise label attribute information and/or What label image information matched break one's promise, and indicating template shows label of breaking one's promise.For example, can be respectively for the mistake of different grades of breaking one's promise Different indicating templates of breaking one's promise is arranged in beacon label：Higher grade of breaking one's promise, the template member for including in corresponding indicating template of breaking one's promise The quantity of element is abundanter, in favor of showing its personal information comprehensively, reaches stronger deterrent-effect.It for another example, can be respectively for not Different indicating templates of breaking one's promise is arranged in the label of breaking one's promise of the label image information of same type：Label image information is static images Correspond to a class template, label image information be dynamic video correspond to another class template, in order to according to the spy of image The size for each template elements for including in point setting template, more preferably shows effect to realize.When it is implemented, according to breaking one's promise Indicating template is shown when breaking one's promise label, firstly, determining the type and quantity for the template elements for including in the indicating template of breaking one's promise；So Afterwards, determine the element value of each template elements respectively, the element value be used to indicate the position of corresponding element, size, shape and Show the information such as content；Finally, the corresponding member broken one's promise in indicating template with the corresponding fills of the element value of each element respectively Element, to generate label of breaking one's promise.Specifically, terminal device can show label of breaking one's promise by way of floating layer, and can also control The transparency of floating layer processed, to improve visual effect.

Fig. 3 shows a kind of apparatus structure of the display device of number of breaking one's promise of further embodiment of this invention offer Figure, as shown in figure 3, described device includes：

Parsing module 31 obtains corresponding with the target multimedia message suitable for parsing to the target multimedia message got Image data and text data；

Identification module 32 obtains image suitable for identifying according to preset image recognition rule to described image data Recognition result；And the text data is identified according to preset text identification rule, obtain text identification result；

Screen judgment module 33, be suitable for when according to described image recognition result and the text identification result will with it is described When the corresponding communicating number screening of target multimedia message is destination number, further judge whether the destination number is inactivating signal Code；

Label setup module 34, suitable for if so, breaking one's promise for the number setting of breaking one's promise for what is shown in communication Label.

Optionally, the parsing module 31 is particularly adapted to：

The target multimedia message is parsed according to decryption rule corresponding with the ciphering process of the target multimedia message, is obtained The multimedia message picture for including into the target multimedia message；

Image data corresponding with the target multimedia message is determined according to the multimedia message picture；

Text region processing is carried out to the multimedia message picture, obtains text data corresponding with the target multimedia message；

Described image data and the text data and the target multimedia message are associated storage.

Optionally, described device further comprises：

Interface module 35 is suitable for obtaining MMS flow quantity information by preset MMS flow quantity interface, to the MMS flow quantity Information is analyzed, to obtain target multimedia message.

Optionally, the screening judgment module 33 is particularly adapted to：

When monitoring communication event relevant to the destination number, in the corresponding terminal interface of the communication event Show for prompting user break one's promise the prompt information of class label processing for the destination number；

According to the confirmation flag information corresponding with the prompt information received, determine the destination number whether be It breaks one's promise number；

Wherein, the communication event includes：Calling event and/or go electric event.

Optionally, the screening judgment module 33 is particularly adapted to：

When described image recognition result and the text identification result be all break one's promise type recognition result when, further The grade letter of the destination number is determined according to the grade of breaking one's promise of described image recognition result and/or the text identification result Breath；

And it is described for prompt user for the destination number break one's promise class label processing prompt information in further Class information comprising the destination number.

Optionally, the screening judgment module 33 is particularly adapted to：

Determine whether the number of the confirmation flag information corresponding with the destination number received is greater than preset threshold, Determine whether destination number is number of breaking one's promise according to judging result；And/or

Obtain the user of terminal user corresponding to the confirmation flag information corresponding with the destination number received Mark, determines whether the destination number is number of breaking one's promise according to the number of the user identifier；And/or

Temporal information corresponding to the confirmation flag information corresponding with the number of breaking one's promise received is obtained, according to institute The period distribution situation for stating temporal information determines whether the destination number is number of breaking one's promise.

Optionally, the label setup module 34 is particularly adapted to：

By it is described break one's promise number and it is corresponding with the number of breaking one's promise break one's promise label associated storage into Cloud Server, To be created in communication terminal corresponding with the number of breaking one's promise when monitoring communication event relevant to the number of breaking one's promise Build the display interface for showing the label of breaking one's promise.

Optionally, the label setup module 34 is further adapted for：

By break one's promise number and the label of breaking one's promise corresponding with the number of breaking one's promise stored in cloud server It is handed down to the communication terminal corresponding with the number of breaking one's promise, is saved so that the communication terminal is locally downloading, with When just monitoring communication event relevant to the number of breaking one's promise again, break one's promise according to locally saving number and with institute The corresponding label creation of breaking one's promise of number of breaking one's promise is stated for showing the display interface of the label of breaking one's promise.

Optionally, the screening judgment module 33 is further adapted for：

By the storage of preset law court's class official information into official's database, the mesh is judged in conjunction with official's database Whether label code is number of breaking one's promise.

Optionally, the identification module 32 further comprises：

First submodule 321 is adapted to determine that image feature vector corresponding with described image data, by described image spy It levies vector and inputs preset image classification model, obtain image recognition result；

Second submodule 322 is adapted to determine that Text eigenvector corresponding with the text data, and the text is special It levies vector and inputs preset textual classification model, obtain text identification result.

Optionally, the Text eigenvector includes：Term vector, then the second submodule 322 is particularly adapted to：

Word segmentation processing is carried out to the text data, to obtain at least one participle of the text data；

Each participle input term vector tool at least one described participle is obtained at least one term vector respectively；

By all term vectors and the acquisition of preset corpus word matrix multiple and the text at least one described term vector The corresponding term vector of notebook data.

Optionally, the Text eigenvector includes：Theme vector, then the second submodule 322 is particularly adapted to：

According at least one participle and preset semantic topic for obtain after word segmentation processing to the text data It generates model and obtains theme vector corresponding with the text data.

Optionally, the Text eigenvector includes：Numeric type vector, then the second submodule 322 is particularly adapted to：

The each participle for including in the text data and digital information are obtained, on the basis of the digital information respectively Calculate the distance that each participle arrives each digital information；

Using the distance as weight, each participle is used as dimension, is described MMS content to generate and the text The corresponding numeric type vector of notebook data.

Optionally, described device further comprises：

Training module 36, suitable for according to text data corresponding with the sample multimedia message got, the determining and sample The corresponding Text eigenvector of multimedia message；According to Text eigenvector corresponding with the sample multimedia message training text point Class model；

Wherein, the corresponding Text eigenvector of the sample multimedia message includes：Term vector, theme vector, and/or numeric type Vector.

Optionally, the sample multimedia message includes：It duns multimedia message, law court or lawyer's letter's multimedia message, and/or credit platform multimedia message, The number of breaking one's promise includes：Lao Lai number.

The specific structure and working principle of above-mentioned modules can refer to the description of corresponding steps in embodiment of the method, herein It repeats no more.

The embodiment of the present application provides a kind of nonvolatile computer storage media, and computer storage medium is stored at least The display side of the number of breaking one's promise in above-mentioned any means embodiment can be performed in one executable instruction, the computer executable instructions Method.

Fig. 4 shows the structural schematic diagram of a kind of electronic equipment according to an embodiment of the present invention, the specific embodiment of the invention The specific implementation of electronic equipment is not limited.

As shown in figure 4, the electronic equipment may include：Processor (processor) 402, communication interface (Communications Interface) 404, memory (memory) 406 and communication bus 408.

Wherein：

Processor 402, communication interface 404 and memory 406 complete mutual communication by communication bus 408.

Communication interface 404, for being communicated with the network element of other equipment such as client or other servers etc..

Processor 402, for executing program 410, in the display methods embodiment that can specifically execute above-mentioned number of breaking one's promise Correlation step.

Specifically, program 410 may include program code, which includes computer operation instruction.

Processor 402 may be central processor CPU or specific integrated circuit ASIC (Application Specific Integrated Circuit), or be arranged to implement the integrated electricity of one or more of the embodiment of the present invention Road.The one or more processors that electronic equipment includes can be same type of processor, such as one or more CPU；It can also To be different types of processor, such as one or more CPU and one or more ASIC.

Memory 406, for storing program 410.Memory 406 may include high speed RAM memory, it is also possible to further include Nonvolatile memory (non-volatile memory), for example, at least a magnetic disk storage.

Program 410 specifically can be used for so that processor 402 executes the number of breaking one's promise in above-mentioned any means embodiment Display methods.

Algorithm and display are not inherently related to any particular computer, virtual system, or other device provided herein. Various general-purpose systems can also be used together with teachings based herein.As described above, it constructs required by this kind of system Structure be obvious.In addition, the present invention is also not directed to any particular programming language.It should be understood that can use various Programming language realizes summary of the invention described herein, and the description done above to language-specific is to disclose this hair Bright preferred forms.

In the instructions provided here, numerous specific details are set forth.It is to be appreciated, however, that implementation of the invention Example can be practiced without these specific details.In some instances, well known method, structure is not been shown in detail And technology, so as not to obscure the understanding of this specification.

Similarly, it should be understood that in order to simplify the disclosure and help to understand one or more of the various inventive aspects, Above in the description of exemplary embodiment of the present invention, each feature of the invention is grouped together into single implementation sometimes In example, figure or descriptions thereof.However, the disclosed method should not be interpreted as reflecting the following intention：It is i.e. required to protect Shield the present invention claims features more more than feature expressly recited in each claim.More precisely, as following Claims reflect as, inventive aspect is all features less than single embodiment disclosed above.Therefore, Thus the claims for following specific embodiment are expressly incorporated in the specific embodiment, wherein each claim itself All as a separate embodiment of the present invention.

Those skilled in the art will understand that can be carried out adaptively to the module in the equipment in embodiment Change and they are arranged in one or more devices different from this embodiment.It can be the module or list in embodiment Member or component are combined into a module or unit or component, and furthermore they can be divided into multiple submodule or subelement or Sub-component.Other than such feature and/or at least some of process or unit exclude each other, it can use any Combination is to all features disclosed in this specification (including adjoint claim, abstract and attached drawing) and so disclosed All process or units of what method or apparatus are combined.Unless expressly stated otherwise, this specification is (including adjoint power Benefit require, abstract and attached drawing) disclosed in each feature can carry out generation with an alternative feature that provides the same, equivalent, or similar purpose It replaces.

In addition, it will be appreciated by those of skill in the art that although some embodiments described herein include other embodiments In included certain features rather than other feature, but the combination of the feature of different embodiments mean it is of the invention Within the scope of and form different embodiments.For example, in the following claims, embodiment claimed is appointed Meaning one of can in any combination mode come using.

Various component embodiments of the invention can be implemented in hardware, or to run on one or more processors Software module realize, or be implemented in a combination thereof.It will be understood by those of skill in the art that can be used in practice In the display device of microprocessor or digital signal processor (DSP) to realize number according to an embodiment of the present invention of breaking one's promise The some or all functions of some or all components.The present invention is also implemented as executing method as described herein Some or all device or device programs (for example, computer program and computer program product).Such reality Existing program of the invention can store on a computer-readable medium, or may be in the form of one or more signals. Such signal can be downloaded from an internet website to obtain, and perhaps be provided on the carrier signal or in any other forms It provides.

It should be noted that the above-mentioned embodiments illustrate rather than limit the invention, and ability Field technique personnel can be designed alternative embodiment without departing from the scope of the appended claims.In the claims, Any reference symbol between parentheses should not be configured to limitations on claims.Word "comprising" does not exclude the presence of not Element or step listed in the claims.Word "a" or "an" located in front of the element does not exclude the presence of multiple such Element.The present invention can be by means of including the hardware of several different elements and being come by means of properly programmed computer real It is existing.In the unit claims listing several devices, several in these devices can be through the same hardware branch To embody.The use of word first, second, and third does not indicate any sequence.These words can be explained and be run after fame Claim.

The invention also discloses：A1. a kind of display methods for number of breaking one's promise, including：

The target multimedia message got is parsed, image data corresponding with the target multimedia message and text are obtained Data；

Described image data are identified according to preset image recognition rule, obtain image recognition result；And root The text data is identified according to preset text identification rule, obtains text identification result；

Corresponding with the target multimedia message it will lead to when according to described image recognition result and the text identification result When signal code screening is destination number, further judge whether the destination number is number of breaking one's promise；

If so, for the break one's promise label of the number setting for being shown in communication of breaking one's promise.

A2. method according to a1, wherein the described pair of target multimedia message got parses, and obtains and the mesh The step of corresponding image data of mark multimedia message and text data, specifically includes：

The target multimedia message is parsed according to decryption rule corresponding with the ciphering process of the target multimedia message, is obtained The multimedia message picture for including into the target multimedia message；

Image data corresponding with the target multimedia message is determined according to the multimedia message picture；

Text region processing is carried out to the multimedia message picture, obtains text data corresponding with the target multimedia message；

Described image data and the text data and the target multimedia message are associated storage.

A3. method according to a1 or a2, wherein the step of described pair of target multimedia message got parses it Before, further comprise：

MMS flow quantity information is obtained by preset MMS flow quantity interface, the MMS flow quantity information is analyzed, with Obtain target multimedia message.

A4. according to any method of A1-A3, wherein described to judge whether the destination number is number of breaking one's promise Step specifically includes：

When monitoring communication event relevant to the destination number, in the corresponding terminal interface of the communication event Show for prompting user break one's promise the prompt information of class label processing for the destination number；

According to the confirmation flag information corresponding with the prompt information received, determine the destination number whether be It breaks one's promise number；

Wherein, the communication event includes：Calling event and/or go electric event.

A5. method according to a3, wherein described according to described image recognition result and the text identification result Communicating number corresponding with the target multimedia message is screened and is specifically included for the step of destination number：

When described image recognition result and the text identification result be all break one's promise type recognition result when, further The grade letter of the destination number is determined according to the grade of breaking one's promise of described image recognition result and/or the text identification result Breath；

And it is described for prompt user for the destination number break one's promise class label processing prompt information in further Class information comprising the destination number.

A6. the method according to A4 or A5, wherein the basis receive it is corresponding with the prompt information really Recognize mark information, determines whether the destination number is to specifically include the step of breaking one's promise number：

Determine whether the number of the confirmation flag information corresponding with the destination number received is greater than preset threshold, Determine whether destination number is number of breaking one's promise according to judging result；And/or

Obtain the user of terminal user corresponding to the confirmation flag information corresponding with the destination number received Mark, determines whether the destination number is number of breaking one's promise according to the number of the user identifier；And/or

Temporal information corresponding to the confirmation flag information corresponding with the number of breaking one's promise received is obtained, according to institute The period distribution situation for stating temporal information determines whether the destination number is number of breaking one's promise.

A7. according to any method of A1-A6, wherein it is described for it is described break one's promise number setting in communication into Row display break one's promise label the step of specifically include：

By it is described break one's promise number and it is corresponding with the number of breaking one's promise break one's promise label associated storage into Cloud Server, To be created in communication terminal corresponding with the number of breaking one's promise when monitoring communication event relevant to the number of breaking one's promise Build the display interface for showing the label of breaking one's promise.

A8. the method according to A7, wherein described create in communication terminal corresponding with the number of breaking one's promise is used for Break one's promise described in display label display interface the step of after, further comprise：

By break one's promise number and the label of breaking one's promise corresponding with the number of breaking one's promise stored in cloud server It is handed down to the communication terminal corresponding with the number of breaking one's promise, is saved so that the communication terminal is locally downloading, with When just monitoring communication event relevant to the number of breaking one's promise again, break one's promise according to locally saving number and with institute The corresponding label creation of breaking one's promise of number of breaking one's promise is stated for showing the display interface of the label of breaking one's promise.

A9. according to any method of A1-A8, wherein described to judge whether the destination number is number of breaking one's promise Step further comprises：

By the storage of preset law court's class official information into official's database, the mesh is judged in conjunction with official's database Whether label code is number of breaking one's promise.

A10. according to any method of A1-A9, wherein it is described according to preset image recognition rule to described image The step of data are identified, obtain image recognition result specifically includes：Determine that image corresponding with described image data is special Vector is levied, described image feature vector is inputted into preset image classification model, obtains image recognition result；

It is described that the text data is identified according to preset text identification rule, obtain the step of text identification result Suddenly it specifically includes：It determines Text eigenvector corresponding with the text data, the Text eigenvector is inputted default Textual classification model, obtain text identification result.

A11. the method according to A10, wherein the Text eigenvector includes：Term vector, the then determination and institute The step of stating text data corresponding Text eigenvector specifically includes：

Word segmentation processing is carried out to the text data, to obtain at least one participle of the text data；

Each participle input term vector tool at least one described participle is obtained at least one term vector respectively；

By all term vectors and the acquisition of preset corpus word matrix multiple and the text at least one described term vector The corresponding term vector of notebook data.

A12. according to any method of A10-A11, wherein the Text eigenvector includes：Theme vector, then institute The step of determining Text eigenvector corresponding with the text data is stated to specifically include：

According at least one participle and preset semantic topic for obtain after word segmentation processing to the text data It generates model and obtains theme vector corresponding with the text data.

A13. according to any method of A10-A12, wherein the Text eigenvector includes：Numeric type vector, then The step of determination corresponding with text data Text eigenvector, specifically includes：

The each participle for including in the text data and digital information are obtained, on the basis of the digital information respectively Calculate the distance that each participle arrives each digital information；

Using the distance as weight, each participle is used as dimension, is described MMS content to generate and the text The corresponding numeric type vector of notebook data.

A14. according to any method of A10-A13, wherein the textual classification model determines in the following manner：

According to text data corresponding with the sample multimedia message got, text corresponding with the sample multimedia message is determined Feature vector；

According to Text eigenvector corresponding with the sample multimedia message training textual classification model；

Wherein, the corresponding Text eigenvector of the sample multimedia message includes：Term vector, theme vector, and/or numeric type Vector.

A15. the method according to A14, wherein the sample multimedia message includes：Dun multimedia message, law court or lawyer's letter is color Letter, and/or credit platform multimedia message, the number of breaking one's promise include：Lao Lai number.

B16. a kind of display device for number of breaking one's promise, including：

Parsing module obtains figure corresponding with the target multimedia message suitable for parsing to the target multimedia message got As data and text data；

Identification module obtains image knowledge suitable for identifying according to preset image recognition rule to described image data Other result；And the text data is identified according to preset text identification rule, obtain text identification result；

Judgment module is screened, being suitable for working as will be with the mesh according to described image recognition result and the text identification result When the corresponding communicating number screening of mark multimedia message is destination number, further judge whether the destination number is number of breaking one's promise；

Label setup module, suitable for if so, for the break one's promise mark of the number setting for being shown in communication of breaking one's promise Label.

B17. the device according to B16, wherein the parsing module is particularly adapted to：

The target multimedia message is parsed according to decryption rule corresponding with the ciphering process of the target multimedia message, is obtained The multimedia message picture for including into the target multimedia message；

Image data corresponding with the target multimedia message is determined according to the multimedia message picture；

Text region processing is carried out to the multimedia message picture, obtains text data corresponding with the target multimedia message；

Described image data and the text data and the target multimedia message are associated storage.

B18. the device according to B16 or B17, wherein described device further comprises：

Interface module is suitable for obtaining MMS flow quantity information by preset MMS flow quantity interface, believe the MMS flow quantity Breath is analyzed, to obtain target multimedia message.

B19. according to any device of B16-B18, wherein the screening judgment module is particularly adapted to：

When monitoring communication event relevant to the destination number, in the corresponding terminal interface of the communication event Show for prompting user break one's promise the prompt information of class label processing for the destination number；

According to the confirmation flag information corresponding with the prompt information received, determine the destination number whether be It breaks one's promise number；

Wherein, the communication event includes：Calling event and/or go electric event.

B20. the device according to B19, wherein the screening judgment module is particularly adapted to：

When described image recognition result and the text identification result be all break one's promise type recognition result when, further The grade letter of the destination number is determined according to the grade of breaking one's promise of described image recognition result and/or the text identification result Breath；

And it is described for prompt user for the destination number break one's promise class label processing prompt information in further Class information comprising the destination number.

B21. the device according to B19 or B20, wherein the screening judgment module is particularly adapted to：

Determine whether the number of the confirmation flag information corresponding with the destination number received is greater than preset threshold, Determine whether destination number is number of breaking one's promise according to judging result；And/or

Obtain the user of terminal user corresponding to the confirmation flag information corresponding with the destination number received Mark, determines whether the destination number is number of breaking one's promise according to the number of the user identifier；And/or

Temporal information corresponding to the confirmation flag information corresponding with the number of breaking one's promise received is obtained, according to institute The period distribution situation for stating temporal information determines whether the destination number is number of breaking one's promise.

B22. according to any device of B16-B21, wherein the label setup module is particularly adapted to：

By it is described break one's promise number and it is corresponding with the number of breaking one's promise break one's promise label associated storage into Cloud Server, To be created in communication terminal corresponding with the number of breaking one's promise when monitoring communication event relevant to the number of breaking one's promise Build the display interface for showing the label of breaking one's promise.

B23. the device according to B22, wherein the label setup module is further adapted for：

By break one's promise number and the label of breaking one's promise corresponding with the number of breaking one's promise stored in cloud server It is handed down to the communication terminal corresponding with the number of breaking one's promise, is saved so that the communication terminal is locally downloading, with When just monitoring communication event relevant to the number of breaking one's promise again, break one's promise according to locally saving number and with institute The corresponding label creation of breaking one's promise of number of breaking one's promise is stated for showing the display interface of the label of breaking one's promise.

B24. according to any device of B16-B23, wherein the screening judgment module is further adapted for：

By the storage of preset law court's class official information into official's database, the mesh is judged in conjunction with official's database Whether label code is number of breaking one's promise.

B25. according to any device of B16-B21, wherein the identification module further comprises：

First submodule is adapted to determine that image feature vector corresponding with described image data, by described image feature Vector inputs preset image classification model, obtains image recognition result；

Second submodule is adapted to determine that Text eigenvector corresponding with the text data, by the text feature Vector inputs preset textual classification model, obtains text identification result.

B26. the device according to B25, wherein the Text eigenvector includes：Term vector, then second submodule Block is particularly adapted to：

Word segmentation processing is carried out to the text data, to obtain at least one participle of the text data；

Each participle input term vector tool at least one described participle is obtained at least one term vector respectively；

By all term vectors and the acquisition of preset corpus word matrix multiple and the text at least one described term vector The corresponding term vector of notebook data.

B27. according to any device of B16-B26, wherein the Text eigenvector includes：Theme vector, then institute Second submodule is stated to be particularly adapted to：

According at least one participle and preset semantic topic for obtain after word segmentation processing to the text data It generates model and obtains theme vector corresponding with the text data.

B28. according to any device of B16-B27, wherein the Text eigenvector includes：Numeric type vector, then The second submodule is particularly adapted to：

The each participle for including in the text data and digital information are obtained, on the basis of the digital information respectively Calculate the distance that each participle arrives each digital information；

Using the distance as weight, each participle is used as dimension, is described MMS content to generate and the text The corresponding numeric type vector of notebook data.

B29. according to any device of B16-B28, wherein described device further comprises：

Training module, suitable for according to text data corresponding with the sample multimedia message got, the determining and described sample is color Believe corresponding Text eigenvector；According to Text eigenvector corresponding with the sample multimedia message training text classification Model；

Wherein, the corresponding Text eigenvector of the sample multimedia message includes：Term vector, theme vector, and/or numeric type Vector.

B30. the device according to B29, wherein the sample multimedia message includes：Dun multimedia message, law court or lawyer's letter is color Letter, and/or credit platform multimedia message, the number of breaking one's promise include：Lao Lai number.

C31. a kind of electronic equipment, including：Processor, memory, communication interface and communication bus, the processor, institute It states memory and the communication interface completes mutual communication by the communication bus；

The memory executes the processor such as storing an at least executable instruction, the executable instruction It breaks one's promise described in any one of A1-A15 the corresponding operation of display methods of number.

D32. a kind of computer storage medium is stored with an at least executable instruction in the storage medium, described to hold The corresponding operation of display methods for the number of breaking one's promise that row instruction executes processor as described in any one of A1-A15.

Claims (10)

1. a kind of display methods for number of breaking one's promise, including：

The target multimedia message got is parsed, image data corresponding with the target multimedia message and textual data are obtained According to；

Described image data are identified according to preset image recognition rule, obtain image recognition result；And according to pre- If text identification rule the text data is identified, obtain text identification result；

When will messenger corresponding with the target multimedia message according to described image recognition result and the text identification result When code screening is destination number, further judge whether the destination number is number of breaking one's promise；

If so, for the break one's promise label of the number setting for being shown in communication of breaking one's promise.

2. according to the method described in claim 1, wherein, the described pair of target multimedia message got parses, obtain with it is described The step of corresponding image data of target multimedia message and text data, specifically includes：

The target multimedia message is parsed according to decryption rule corresponding with the ciphering process of the target multimedia message, obtains institute State the multimedia message picture for including in target multimedia message；

Image data corresponding with the target multimedia message is determined according to the multimedia message picture；

Text region processing is carried out to the multimedia message picture, obtains text data corresponding with the target multimedia message；

Described image data and the text data and the target multimedia message are associated storage.

3. method according to claim 1 or 2, wherein the step of described pair of target multimedia message got parses it Before, further comprise：

MMS flow quantity information is obtained by preset MMS flow quantity interface, the MMS flow quantity information is analyzed, to obtain Target multimedia message.

4. method according to claim 1 to 3, wherein described to judge whether the destination number is number of breaking one's promise Step specifically includes：

When monitoring communication event relevant to the destination number, show in the corresponding terminal interface of the communication event For prompting user break one's promise the prompt information of class label processing for the destination number；

According to the confirmation flag information corresponding with the prompt information received, determine whether the destination number is to break one's promise Number；

Wherein, the communication event includes：Calling event and/or go electric event.

It is described according to described image recognition result and the text identification knot 5. according to the method described in claim 3, wherein Communicating number corresponding with the target multimedia message is screened and is specifically included for the step of destination number by fruit：

When described image recognition result and the text identification result be all break one's promise type recognition result when, further basis The grade of breaking one's promise of described image recognition result and/or the text identification result determines the class information of the destination number；

And it is described for prompt user for the destination number break one's promise class label processing prompt information in further include The class information of the destination number.

6. method according to claim 4 or 5, wherein the basis receives corresponding with the prompt information Confirmation flag information determines whether the destination number is to specifically include the step of breaking one's promise number：

Determine whether the number of the confirmation flag information corresponding with the destination number received is greater than preset threshold, according to Judging result determines whether destination number is number of breaking one's promise；And/or

The user identifier of terminal user corresponding to the confirmation flag information corresponding with the destination number received is obtained, Determine whether the destination number is number of breaking one's promise according to the number of the user identifier；And/or

Obtain temporal information corresponding to the confirmation flag information corresponding with the number of breaking one's promise that receives, according to it is described when Between the period distribution situation of information determine whether the destination number is number of breaking one's promise.

7. -6 any method according to claim 1, wherein it is described for it is described break one's promise number setting in communication into Row display break one's promise label the step of specifically include：

By it is described break one's promise number and it is corresponding with the number of breaking one's promise break one's promise label associated storage into Cloud Server, so as to When monitoring communication event relevant to the number of breaking one's promise, creates and use in communication terminal corresponding with the number of breaking one's promise It breaks one's promise described in the display display interface of label.

8. a kind of display device for number of breaking one's promise, including：

Parsing module obtains picture number corresponding with the target multimedia message suitable for parsing to the target multimedia message got Accordingly and text data；

Identification module obtains image recognition knot suitable for identifying according to preset image recognition rule to described image data Fruit；And the text data is identified according to preset text identification rule, obtain text identification result；

Judgment module is screened, being suitable for working as will be color with the target according to described image recognition result and the text identification result When believing that corresponding communicating number screening is destination number, further judge whether the destination number is number of breaking one's promise；

Label setup module, suitable for if so, for the break one's promise label of the number setting for being shown in communication of breaking one's promise.

9. a kind of electronic equipment, including：Processor, memory, communication interface and communication bus, the processor, the storage Device and the communication interface complete mutual communication by the communication bus；

The memory executes the processor as right is wanted for storing an at least executable instruction, the executable instruction Ask the corresponding operation of display methods for number of breaking one's promise described in any one of 1-7.

10. a kind of computer storage medium, an at least executable instruction, the executable instruction are stored in the storage medium Processor is set to execute the corresponding operation of display methods such as number of any of claims 1-7 of breaking one's promise.