CN108345700A - Article represents the choosing method, device and computer equipment of picture - Google Patents

Article represents the choosing method, device and computer equipment of picture Download PDF

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Publication number
CN108345700A
CN108345700A CN201810270464.2A CN201810270464A CN108345700A CN 108345700 A CN108345700 A CN 108345700A CN 201810270464 A CN201810270464 A CN 201810270464A CN 108345700 A CN108345700 A CN 108345700A
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China
Prior art keywords
pictures
article
picture
mentioned
cluster
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CN201810270464.2A
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CN108345700B (en
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刘峰
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Beijing Baidu Netcom Science and Technology Co Ltd
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Beijing Baidu Netcom Science and Technology Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data

Abstract

The application proposes that a kind of article represents the choosing method, device and computer equipment of picture, and the choosing method that above-mentioned article represents picture includes:Obtain target article, wherein the article cluster belonging to the target article includes at least one articles of reference similar with the target article;Extract the plurality of pictures in target article;The temperature information for generating the plurality of pictures respectively according to occurrence number of the plurality of pictures in the article cluster selects the representative picture of the target article according to the temperature information of the plurality of pictures from the plurality of pictures;And/or generate the desired location of the plurality of pictures respectively according to position of the plurality of pictures in the article cluster, according to the desired location of the plurality of pictures, the representative picture of the target article is selected from plurality of pictures.The article thumbnail in news list page, which may be implemented, in the application can more represent news content, and user is attracted to further click on reading, promote user experience, enhancing product viscosity.

Description

Article represents the choosing method, device and computer equipment of picture
Technical field
This application involves choosing methods, device and calculating that search technique field more particularly to a kind of article represent picture Machine equipment.
Background technology
When showing news in news list, generally all thumbnail can be mixed to news, to attract user further It clicks and reads detailed content.The thumbnail shown in news list both generally is from the illustration in news article.And The quality of these illustrations is irregular, not necessarily all is suitable for representing the content of news article.
It is existing in the related technology, select news article representative picture when, according in news content illustration occur it is suitable N pictures, then show the thumbnail of the picture of selection as Press Representative picture in news list before sequence is chosen.Its In, the size of N depends on the picture number shown in news list, for example, if picture is relatively more in news article, just 3 are shown in news list, otherwise just displaying 1.
But the sequence that illustration occurs in news content, it is to be determined by the editor of news content, according in news content The representative picture for the preceding N pictures not necessarily high quality that the sequence that illustration occurs is chosen, and preferably representing picture may It appears in other than this range, causes user experience poor.
Invention content
The application is intended to solve at least some of the technical problems in related technologies.
For this purpose, first purpose of the application is the choosing method for proposing that a kind of article represents picture, to realize news Article thumbnail in list page can more represent news content, and user is attracted to further click on reading, promote user experience, enhancing Product viscosity.
Second purpose of the application is the selecting device for proposing that a kind of article represents picture.
The third purpose of the application is to propose a kind of computer equipment.
The 4th purpose of the application is to propose a kind of non-transitorycomputer readable storage medium.
In order to achieve the above object, the application first aspect embodiment proposes the choosing method that a kind of article represents picture, packet It includes:Obtain target article, wherein the article cluster belonging to the target article includes at least one similar to the target article Articles of reference;Extract the plurality of pictures in the target article;According to appearance of the plurality of pictures in the article cluster Number generates the temperature information of the plurality of pictures respectively, according to the temperature information of the plurality of pictures, from the plurality of pictures The representative picture of the middle selection target article;And/or it is given birth to respectively according to position of the plurality of pictures in the article cluster At the desired location of the plurality of pictures, according to the desired location of the plurality of pictures, from the plurality of pictures described in selection The representative picture of target article.
The article of the embodiment of the present application represents in the choosing method of picture, after obtaining target article, extracts above-mentioned target Plurality of pictures in article, and multiple above-mentioned figures are generated according to occurrence number of the above-mentioned plurality of pictures in above-mentioned article cluster respectively The temperature information of piece selects the generation of above-mentioned target article according to the temperature information of above-mentioned plurality of pictures from above-mentioned plurality of pictures Table picture;And/or generate the expection position of above-mentioned plurality of pictures respectively according to position of the above-mentioned plurality of pictures in above-mentioned article cluster It sets, according to the desired location of above-mentioned plurality of pictures, the representative picture of above-mentioned target article is selected from above-mentioned plurality of pictures, to The article thumbnail in news list page, which may be implemented, can more represent news content, and user is attracted to further click on reading, be promoted User experience, enhancing product viscosity.
In order to achieve the above object, the application second aspect embodiment proposes the selecting device that a kind of article represents picture, packet It includes:Acquisition module, for obtaining target article, wherein the article cluster belonging to the target article includes at least one and institute State the similar articles of reference of target article;Extraction module, for extracting the plurality of pictures in the target article;Generation module, Temperature information for generating the plurality of pictures respectively according to occurrence number of the plurality of pictures in the article cluster;Choosing Modulus block selects the representative of the target article for the temperature information according to the plurality of pictures from the plurality of pictures Picture;And/or the generation module, described in being generated respectively according to position of the plurality of pictures in the article cluster The desired location of plurality of pictures;The selection module, for the desired location according to the plurality of pictures, from the plurality of pictures The representative picture of the middle selection target article.
The article of the embodiment of the present application represents in the selecting device of picture, after acquisition module obtains target article, extraction Module extracts the plurality of pictures in above-mentioned target article, appearance of the generation module according to above-mentioned plurality of pictures in above-mentioned article cluster Number generates the temperature information of above-mentioned plurality of pictures respectively, chooses temperature information of the module according to above-mentioned plurality of pictures, from above-mentioned The representative picture of above-mentioned target article is selected in plurality of pictures;And/or generation module according to above-mentioned plurality of pictures in above-mentioned article Position in cluster generates the desired location of above-mentioned plurality of pictures respectively, chooses desired location of the module according to above-mentioned plurality of pictures, The representative picture that above-mentioned target article is selected from above-mentioned plurality of pictures, so as to realize the article breviary in news list page Figure can more represent news content, and user is attracted to further click on reading, promote user experience, enhancing product viscosity.
In order to achieve the above object, the application third aspect embodiment proposes a kind of computer equipment, including memory, processor And it is stored in the computer program that can be run on the memory and on the processor, the processor executes the calculating When machine program, method as described above is realized.
To achieve the goals above, the application fourth aspect embodiment proposes a kind of computer-readable storage of non-transitory Medium, is stored thereon with computer program, and the computer program realizes method as described above when being executed by processor.
The additional aspect of the application and advantage will be set forth in part in the description, and will partly become from the following description It obtains obviously, or recognized by the practice of the application.
Description of the drawings
The application is above-mentioned and/or additional aspect and advantage will become from the following description of the accompanying drawings of embodiments Obviously and it is readily appreciated that, wherein:
Fig. 1 is the flow chart of choosing method one embodiment that the application article represents picture;
Fig. 2 is the flow chart that the application article represents another embodiment of the choosing method of picture;
Fig. 3 is the flow chart for the choosing method further embodiment that the application article represents picture;
Fig. 4 is the flow chart for the choosing method further embodiment that the application article represents picture;
Fig. 5 is the flow chart for the choosing method further embodiment that the application article represents picture;
Fig. 6 is the flow chart for the choosing method further embodiment that the application article represents picture;
Fig. 7 is the flow chart for the choosing method further embodiment that the application article represents picture;
Fig. 8 is the structural schematic diagram of selecting device one embodiment that the application article represents picture;
Fig. 9 is the structural schematic diagram that the application article represents another embodiment of the selecting device of picture;
Figure 10 is the structural schematic diagram of the application computer equipment one embodiment.
Specific implementation mode
Embodiments herein is described below in detail, examples of the embodiments are shown in the accompanying drawings, wherein from beginning to end Same or similar label indicates same or similar element or element with the same or similar functions.Below with reference to attached The embodiment of figure description is exemplary, it is intended to for explaining the application, and should not be understood as the limitation to the application.
Fig. 1 is the flow chart of choosing method one embodiment that the application article represents picture, as shown in Figure 1, above-mentioned text The choosing method that Zhang represents picture may include:
Step 101, obtain target article, wherein the article cluster belonging to above-mentioned target article include it is at least one with it is upper State the similar articles of reference of target article.
Step 102, the plurality of pictures in above-mentioned target article is extracted.
Step 103, above-mentioned plurality of pictures is generated according to occurrence number of the above-mentioned plurality of pictures in above-mentioned article cluster respectively Temperature information the representative of above-mentioned target article is selected from above-mentioned plurality of pictures according to the temperature information of above-mentioned plurality of pictures Picture;And/or generate the expection position of above-mentioned plurality of pictures respectively according to position of the above-mentioned plurality of pictures in above-mentioned article cluster It sets, according to the desired location of above-mentioned plurality of pictures, the representative picture of above-mentioned target article is selected from above-mentioned plurality of pictures.
Wherein, plurality of pictures refers at least two pictures.
Wherein, the heat of above-mentioned plurality of pictures is generated respectively according to occurrence number of the above-mentioned plurality of pictures in above-mentioned article cluster Spending information can be:Occurrence number of the above-mentioned picture in above-mentioned articles of reference is obtained, and is generated according to above-mentioned occurrence number State the temperature information of picture.
Specifically, for each picture pic ' in target article d ', d 'iTemperature information can be:Each picture in d ' pic′iThe occurrence number in articles of reference included by the affiliated article clusters of article d ', is denoted as h (pic 'i)。
Wherein, the expection position of above-mentioned plurality of pictures is generated respectively according to position of the above-mentioned plurality of pictures in above-mentioned article cluster Setting to be:Obtain at least one articles of reference that above-mentioned article cluster includes above-mentioned picture;Obtain above-mentioned picture it is above-mentioned extremely Position in a few articles of reference, according to position acquisition Pictures location of the above-mentioned picture in above-mentioned at least one articles of reference Average value, using the average value of above-mentioned Pictures location as the desired location of above-mentioned picture.
Specifically, in the affiliated article clusters of target article d ', all includes picture pic 'iArticle in, picture pic 'iPosition The average value set is picture pic 'iDesired location in above-mentioned article cluster, is denoted as pos (pic 'i).Wherein, picture here It is which appearance, i.e. pic ' in article that position, which refers to picture,iPosition be exactly i.For example, certain picture is in 4 texts Position in chapter is the 1st, the 3rd, the 4th and the 5th respectively, then this picture is in this affiliated article cluster of 4 articles Desired location be (1+3+4+5)/4=3.25.
Above-mentioned article represents in the choosing method of picture, after obtaining target article, extracts more in above-mentioned target article Pictures, and according to occurrence number of the above-mentioned plurality of pictures in above-mentioned article cluster generate respectively above-mentioned plurality of pictures temperature believe Breath, according to the temperature information of above-mentioned plurality of pictures, selects the representative picture of above-mentioned target article from above-mentioned plurality of pictures;With/ Or, the desired location of above-mentioned plurality of pictures is generated respectively according to position of the above-mentioned plurality of pictures in above-mentioned article cluster, according to upper The desired location for stating plurality of pictures selects the representative picture of above-mentioned target article, so as to realize from above-mentioned plurality of pictures Article thumbnail in news list page can more represent news content, and user is attracted to further click on reading, promote user experience, Enhance product viscosity.
Fig. 2 is the flow chart that the application article represents another embodiment of the choosing method of picture, as shown in Fig. 2, this Shen It please select the representative picture of above-mentioned target article that can wrap from above-mentioned plurality of pictures in step 103 in embodiment illustrated in fig. 1 It includes:
Step 201, according to the temperature information and/or desired location of above-mentioned plurality of pictures, above-mentioned plurality of pictures is arranged Sequence.
Step 202, representative picture of the picture of predetermined quantity as above-mentioned target article is selected according to ranking results.
It specifically, can be in the picture after sequence, according to ranking from the picture of high to low sequential selection predetermined quantity Representative picture as above-mentioned target article.
Wherein, above-mentioned predetermined quantity can voluntarily be set in specific implementation according to system performance and/or realization demand etc. Fixed, the present embodiment is not construed as limiting the size of above-mentioned predetermined quantity, for example, above-mentioned predetermined quantity can be 3.
That is, after being ranked up to the plurality of pictures in above-mentioned target article, the sequence of picture can be obtained, When choosing the representative picture of above-mentioned target article, it is only necessary to take top N in this sequence, wherein on N is State predetermined quantity.
Fig. 3 is the flow chart for the choosing method further embodiment that the application article represents picture, as shown in figure 3, this Shen Please be in embodiment illustrated in fig. 2, step 201 may include:
Step 301, in more above-mentioned target article plurality of pictures temperature information.
Step 302, if the temperature information of above-mentioned plurality of pictures is unequal, the higher picture of temperature information is come into heat It spends before the lower picture of information;If the temperature information of two pictures is equal, according to above-mentioned two pictures in above-mentioned mesh Appearance sequence in mark article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mWhen being ranked up, if h (pic′i)>h(pic′j), then by picture pic 'iCome picture pic 'jBefore;And if h (pic 'i)=h (pic 'j), then it presses Photograph and picture pic 'iWith picture pic 'jAppearance sequence in above-mentioned target article d ' is arranged, that is to say, that if above-mentioned The middle picture pic ' of target article d 'iIn picture pic 'jFront occurs, then by picture pic 'iCome picture pic 'jBefore, if In the middle picture pic ' of above-mentioned target article d 'jIn picture pic 'iFront occurs, then by picture pic 'jCome picture pic 'iBefore Face.
Fig. 4 is the flow chart for the choosing method further embodiment that the application article represents picture, as shown in figure 4, this Shen Please be in embodiment illustrated in fig. 2, step 201 may include:
Step 401, compare the desired location of plurality of pictures in target article.
Step 402, if the desired location of above-mentioned plurality of pictures is unequal, the smaller picture of desired location is come pre- Before the larger picture in phase position;If the desired location of two pictures is equal, according to above-mentioned two pictures in above-mentioned mesh Appearance sequence in mark article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mWhen being ranked up, if pos (pic′i)<pos(pic′j), then by picture pic 'iCome picture pic 'jBefore;And if pos (pic 'i)=pos (pic′j), then according to picture pic 'iWith picture pic 'jAppearance sequence in above-mentioned target article d ' is arranged, that is, It says, if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront occurs, then by picture pic 'iCome picture pic′jBefore, if in the middle picture pic ' of above-mentioned target article d 'jIn picture pic 'iFront occurs, then by picture pic 'jRow In picture pic 'iBefore.
Fig. 5 is the flow chart for the choosing method further embodiment that the application article represents picture, as shown in figure 5, this Shen Please be in embodiment illustrated in fig. 2, step 201 may include:
Step 501, it is ranked up according to the temperature information of plurality of pictures in above-mentioned target article.
Step 502, if the temperature information of two pictures is equal, further according to the desired location of above-mentioned two pictures It is ranked up.
Specifically, can first in more above-mentioned target article plurality of pictures temperature information, if above-mentioned plurality of pictures Temperature information is unequal, then comes temperature information higher picture before the lower picture of temperature information.If two figures The temperature information of piece is equal, then the further desired location of more above-mentioned two pictures, if the expection position of above-mentioned two pictures It sets unequal, then comes desired location smaller picture before the larger picture of desired location.If above-mentioned two pictures Desired location it is equal, then according to above-mentioned two pictures in above-mentioned target article appearance sequence arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mIt is first hotter when being ranked up Information is spent, if h (pic 'i)>h(pic′j), then by picture pic 'iCome picture pic 'jBefore;And if h (pic 'i)=h (pic′j), then compare desired location, if pos (pic 'i)<pos(pic′j), then by picture pic 'iCome picture pic 'jBefore Face;And if pos (pic 'i)=pos (pic 'j), then according to picture pic 'iWith picture pic 'jIn above-mentioned target article d ' Appearance sequence is arranged, that is to say, that if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront occurs, Then by picture pic 'iCome picture pic 'jBefore, if in the middle picture pic ' of above-mentioned target article d 'jIn picture pic 'iBefore Face occurs, then by picture pic 'jCome picture pic 'iBefore.
Fig. 6 is the flow chart for the choosing method further embodiment that the application article represents picture, as shown in fig. 6, this Shen Please be in embodiment illustrated in fig. 2, step 201 may include:
Step 601, it is ranked up according to the desired location of plurality of pictures in above-mentioned target article.
Step 602, if the desired location of two pictures is equal, further according to the temperature information of above-mentioned two pictures It is ranked up.
Specifically, can first in more above-mentioned target article plurality of pictures desired location, if above-mentioned plurality of pictures Desired location is unequal, then comes desired location smaller picture before the larger picture of desired location.If two figures The desired location of piece is equal, then the temperature information of more above-mentioned two pictures, if the temperature information of above-mentioned two pictures not phase Deng then the higher picture of temperature information is come before the lower picture of temperature information.If the temperature of above-mentioned two pictures Information is equal, then the appearance sequence according to above-mentioned two pictures in above-mentioned target article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mIt is first relatively more pre- when being ranked up Phase position, if pos (pic 'i)<pos(pic′j), then by picture pic 'iCome picture pic 'jBefore;And if pos (pic′i)=pos (pic 'j), then compare temperature information, if h (pic 'i)>h(pic′j), then by picture pic 'iCome picture pic′jBefore;And if h (pic 'i)=h (pic 'j), then according to picture pic 'iWith picture pic 'jIn above-mentioned target article d ' In appearance sequence arranged, that is to say, that if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront goes out It is existing, then by picture pic 'iCome picture pic 'jBefore, if in the middle picture pic ' of above-mentioned target article d 'jIn picture pic 'i Front occurs, then by picture pic 'jCome picture pic 'iBefore.
Fig. 7 is the flow chart for the choosing method further embodiment that the application article represents picture, as shown in fig. 7, this Shen Please can also include before step 101 in embodiment illustrated in fig. 1:
Step 701, the current affiliated article cluster of above-mentioned target article and the current affiliated article of above-mentioned articles of reference are calculated The average similarity of cluster.
Step 702, if above-mentioned average similarity is more than predetermined threshold, by the current affiliated article of above-mentioned target article Cluster merges into an article cluster with the current affiliated article cluster of above-mentioned articles of reference.
Step 701~step 702 is repeated, until other in the article cluster and database belonging to above-mentioned target article is current Until article cluster can not continue merging, the article cluster belonging to above-mentioned target article is obtained.
That is, before step 101, needing to cluster the article preserved in database, obtaining above-mentioned target Article cluster belonging to article.
Wherein, above-mentioned predetermined threshold can voluntarily be set in specific implementation according to system performance and/or realization demand etc. Fixed, the present embodiment is not construed as limiting the size of above-mentioned predetermined threshold.
In specific implementation, the present embodiment clusters article using hierarchy clustering method, first, it is believed that every article All it is an article cluster;Secondly, for any two article cluster, if the average similarity between them is more than predetermined threshold, Two article clusters can be merged into an article cluster, until can not continue merging.
Wherein, the computational methods of the average similarity between two article clusters are:Article in two article clusters two-by-two into Then row similarity calculation calculates the average value of obtained similarity.
In this way, by above-mentioned cluster process, at least one article cluster has just been obtained, has included at least one in each article cluster Article, the similarity-rough set between article included by each article cluster are high.
The method that similarity is calculated to two articles is described below.
For two article d(1)And d(2), calculate d(1)And d(2)Between similarity sim (d(1), d(2)).Calculate similarity Method has very much, and the present embodiment calculates d using cosine (cosine) distance of article word(1)And d(2)Between similarity.Tool Body, article d(1)And d(2)It can be indicated respectively with one group of word-weight vectors: WithWhereinWithArticle d is indicated respectively(1)And d(2)In word,WithArticle d is indicated respectively(1)And d(2)In word weight, n(1)And n(2)Article d is indicated respectively(1)And d(2)Of middle word Number.Term weighing can pass through reverse document-frequency (the Term Frequency-Inverse Document of traditional word frequency- Frequency;Hereinafter referred to as:TF-IDF) method calculates.Article d(1)And d(2)Similarity can be as shown in formula (1):
Wherein,WithIndicate article d(1)And d(2)In identical word.
Fig. 8 is the structural schematic diagram of selecting device one embodiment that the application article represents picture, the embodiment of the present application In article represent the selecting device of picture the choosing method that article provided by the embodiments of the present application represents picture may be implemented.Such as Shown in Fig. 8, the selecting device that above-mentioned article represents picture may include:Acquisition module 81, extraction module 82,83 and of generation module Choose module 84;
Wherein, acquisition module 81, for obtaining target article, wherein the article cluster belonging to above-mentioned target article includes At least one articles of reference similar with above-mentioned target article.
Extraction module 82, for extracting the plurality of pictures in above-mentioned target article;
Generation module 83 is above-mentioned more for being generated respectively according to occurrence number of the above-mentioned plurality of pictures in above-mentioned article cluster The temperature information of pictures;
Module 84 is chosen, for the temperature information according to above-mentioned plurality of pictures, above-mentioned mesh is selected from above-mentioned plurality of pictures Mark the representative picture of article;And/or
Generation module 83, for generating multiple above-mentioned figures respectively according to position of the above-mentioned plurality of pictures in above-mentioned article cluster The desired location of piece;
Module 84 is chosen, for the desired location according to above-mentioned plurality of pictures, above-mentioned mesh is selected from above-mentioned plurality of pictures Mark the representative picture of article.
Wherein, generation module 83, specifically for occurrence number of the above-mentioned picture of acquisition in above-mentioned articles of reference, and according to Above-mentioned occurrence number generates the temperature information of above-mentioned picture.
Specifically, for each picture pic ' in target article d ', d 'iTemperature information can be:Each picture in d ' pic′iThe occurrence number in articles of reference included by the affiliated article clusters of article d ', is denoted as h (pic 'i)。
Generation module 83 is specifically used for obtaining at least one articles of reference that above-mentioned article cluster includes above-mentioned picture;It obtains Position of the above-mentioned picture in above-mentioned at least one articles of reference is taken, according to above-mentioned picture in above-mentioned at least one articles of reference Position acquisition Pictures location average value, using the average value of above-mentioned Pictures location as the desired location of above-mentioned picture.
Specifically, in the affiliated article clusters of target article d ', all includes picture pic 'iArticle in, picture pic 'iPosition The average value set is picture pic 'iDesired location in the above-mentioned affiliated article clusters of target article d ', is denoted as pos (pic 'i)。 Wherein, it is which appearance, i.e. pic ' in article that Pictures location here, which refers to picture,iPosition be exactly i.Citing comes It says, position of certain picture in 4 articles is the 1st, the 3rd, the 4th and the 5th respectively, then this picture is at this 4 Desired location in the affiliated article cluster of article is (1+3+4+5)/4=3.25.
Above-mentioned article represents in the selecting device of picture, and after acquisition module 81 obtains target article, extraction module 82 carries Take the plurality of pictures in above-mentioned target article, occurrence number of the generation module 83 according to above-mentioned plurality of pictures in above-mentioned article cluster It generates the temperature information of above-mentioned plurality of pictures respectively, chooses temperature information of the module 84 according to above-mentioned plurality of pictures, from above-mentioned more The representative picture of above-mentioned target article is selected in pictures;And/or generation module 83 according to above-mentioned plurality of pictures in above-mentioned article Position in cluster generates the desired location of above-mentioned plurality of pictures respectively, chooses expection position of the module 84 according to above-mentioned plurality of pictures It sets, the representative picture of above-mentioned target article is selected from above-mentioned plurality of pictures, so as to realize the article in news list page Thumbnail can more represent news content, and user is attracted to further click on reading, promote user experience, enhancing product viscosity.
Fig. 9 is that the application article represents the structural schematic diagram of another embodiment of the selecting device of picture, and shown in Fig. 8 The selecting device that article represents picture is compared, the difference is that, article shown in Fig. 9 represents in the selecting device of picture, choosing Modulus block 84 may include:Sorting sub-module 841 and selection submodule 842;
Wherein, sorting sub-module 841, for the temperature information and/or desired location according to above-mentioned plurality of pictures, to above-mentioned Plurality of pictures is ranked up;
Submodule 842 is selected, for selecting generation of the picture of predetermined quantity as above-mentioned target article according to ranking results Table picture.
Specifically, selection submodule 842 can be pre- from high to low sequential selection according to ranking in the picture after sequence Representative picture of the picture of fixed number amount as above-mentioned target article.
Wherein, above-mentioned predetermined quantity can voluntarily be set in specific implementation according to system performance and/or realization demand etc. Fixed, the present embodiment is not construed as limiting the size of above-mentioned predetermined quantity, for example, above-mentioned predetermined quantity can be 3.
That is, after sorting sub-module 841 is ranked up the plurality of pictures in above-mentioned target article, can obtain The sequence for obtaining picture, when selecting submodule 842 to choose the representative picture of above-mentioned target article, it is only necessary in this sequence On take top N, wherein N is above-mentioned predetermined quantity.
In a kind of realization method of the present embodiment, sorting sub-module 841 is specifically used for multiple in more above-mentioned target article The temperature information of picture;If the temperature information of above-mentioned plurality of pictures is unequal, the higher picture of temperature information is come into heat It spends before the lower picture of information;If the temperature information of two pictures is equal, according to above-mentioned two pictures in above-mentioned mesh Appearance sequence in mark article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mWhen being ranked up, if h (pic′i)>h(pic′j), then sorting sub-module 841 is by picture pic 'iCome picture pic 'jBefore;And if h (pic 'i)= h(pic′j), then sorting sub-module 841 is according to picture pic 'iWith picture pic 'jIn above-mentioned target article d ' appearance sequence into Row arrangement, that is to say, that if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront occurs, then sort submodule Block 841 is by picture pic 'iCome picture pic 'jBefore, if in the middle picture pic ' of above-mentioned target article d 'jIn picture pic 'i Front occurs, then sorting sub-module 841 is by picture pic 'jCome picture pic 'iBefore.
In another realization method of the present embodiment, sorting sub-module 841 is specifically used for more in more above-mentioned target article The desired location of pictures;If the desired location of above-mentioned plurality of pictures is unequal, the smaller picture of desired location is come Before the larger picture of desired location;If the desired location of two pictures is equal, according to above-mentioned two pictures above-mentioned Appearance sequence in target article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mWhen being ranked up, if pos (pic′i)<pos(pic′j), then sorting sub-module 841 is by picture pic 'iCome picture pic 'jBefore;And if pos (pic′i)=pos (pic 'j), then sorting sub-module 841 is according to picture pic 'iWith picture pic 'jIn above-mentioned target article d ' Appearance sequence arranged, that is to say, that if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront goes out Existing, then sorting sub-module 841 is by picture pic 'iCome picture pic 'jBefore, if in the middle pictures of above-mentioned target article d ' pic′jIn picture pic 'iFront occurs, then sorting sub-module 841 is by picture pic 'jCome picture pic 'iBefore.
In another realization method of the present embodiment, sorting sub-module 841 is specifically used for according to more in above-mentioned target article The temperature information of pictures is ranked up;If the temperature information of two pictures is equal, further according to above-mentioned two pictures Desired location be ranked up.
Specifically, can first in more above-mentioned target article plurality of pictures temperature information, if above-mentioned plurality of pictures Temperature information is unequal, then comes temperature information higher picture before the lower picture of temperature information;If two figures The temperature information of piece is equal, then the desired location of more above-mentioned two pictures, if the desired location of above-mentioned two pictures not phase Deng then the smaller picture of desired location is come before the larger picture of desired location;If the expection of above-mentioned two pictures Position is equal, then the appearance sequence according to above-mentioned two pictures in above-mentioned target article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mWhen being ranked up, sort submodule Block 841 first compares temperature information, if h (pic 'i)>h(pic′j), then sorting sub-module 841 is by picture pic 'iCome picture pic′jBefore;And if h (pic 'i)=h (pic 'j), then sorting sub-module 841 compares desired location, if pos (pic′i)<pos(pic′j), then sorting sub-module 841 is by picture pic 'iCome picture pic 'jBefore;And if pos (pic′i)=pos (pic 'j), then sorting sub-module 841 is according to picture pic 'iWith picture pic 'jIn above-mentioned target article d ' Appearance sequence arranged, that is to say, that if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront goes out Existing, then sorting sub-module 841 is by picture pic 'iCome picture pic 'jBefore, if in the middle pictures of above-mentioned target article d ' pic′jIn picture pic 'iFront occurs, then sorting sub-module 841 is by picture pic 'jCome picture pic 'iBefore.
In another realization method of the present embodiment, sorting sub-module 841 is specifically used for according to more in above-mentioned target article The desired location of pictures is ranked up;If the desired location of two pictures is equal, further according to above-mentioned two pictures Temperature information be ranked up.
Specifically, can first in more above-mentioned target article plurality of pictures desired location, if above-mentioned plurality of pictures Desired location is unequal, then comes desired location smaller picture before the larger picture of desired location;If two figures The desired location of piece is equal, then the temperature information of more above-mentioned two pictures, if the temperature information of above-mentioned two pictures not phase Deng then the higher picture of temperature information is come before the lower picture of temperature information;If the temperature of above-mentioned two pictures Information is equal, then the appearance sequence according to above-mentioned two pictures in above-mentioned target article is arranged.
That is, to the picture pic ' in target article d '1, pic '2..., pic 'mWhen being ranked up, sort submodule Block 841 first compares desired location, if pos (pic 'i) < pos (pic 'j), then sorting sub-module 841 is by picture pic 'iIt comes Picture pic 'jBefore;And if pos (pic 'i)=pos (pic 'j), then sorting sub-module 841 compares temperature information, if h (pic′i)>h(pic′j), then sorting sub-module 841 is by picture pic 'iCome picture pic 'jBefore;And if h (pic 'i)= h(pic′j), then sorting sub-module 841 is according to picture pic 'iWith picture pic 'jIn above-mentioned target article d ' appearance sequence into Row arrangement, that is to say, that if in the middle picture pic ' of above-mentioned target article d 'iIn picture pic 'jFront occurs, then sort submodule Block 841 is by picture pic 'iCome picture pic 'jBefore, if in the middle picture pic ' of above-mentioned target article d 'jIn picture pic 'i Front occurs, then sorting sub-module 841 is by picture pic 'jCome picture pic 'iBefore.
Further, the selecting device that article represents picture can also include:Cluster module 85;
Cluster module 85, it is currently affiliated for calculating the current affiliated article cluster of above-mentioned target article and above-mentioned articles of reference Article cluster average similarity;It is if above-mentioned average similarity is more than predetermined threshold, above-mentioned target article is currently affiliated Article cluster and above-mentioned articles of reference it is current belonging to article cluster merge into an article cluster.
Repeat the above process, until the article cluster belonging to above-mentioned target article is current and other article clusters in database without Until method continues merging, the article cluster belonging to above-mentioned target article is obtained.
That is, before acquisition module 81 obtains target article, cluster module 85 is needed to being preserved in database Article is clustered, and the article cluster belonging to above-mentioned target article is obtained.
Wherein, above-mentioned predetermined threshold can voluntarily be set in specific implementation according to system performance and/or realization demand etc. Fixed, the present embodiment is not construed as limiting the size of above-mentioned predetermined threshold.
In specific implementation, cluster module 85 clusters article using hierarchy clustering method, first, it is believed that every text Chapter is all an article cluster;Secondly, for any two article cluster, if the average similarity between them is more than predetermined threshold Value, so that it may two article clusters are merged into an article cluster, until can not continue merging.
Wherein, the computational methods of the average similarity between two article clusters are:Article in two article clusters two-by-two into Then row similarity calculation calculates the average value of obtained similarity.
In this way, by above-mentioned cluster process, at least one article cluster has just been obtained, has included at least one in each article cluster Article, the similarity-rough set between article included by each article cluster are high.The method for calculating the similarity of two articles can be with Referring to the content in embodiment of the method, details are not described herein.
Above-mentioned article represents the article thumbnail that the selecting device of picture may be implemented in news list page and can more represent newly Content is heard, user is attracted to further click on reading, promotes user experience, enhancing product viscosity.
Figure 10 is the structural schematic diagram of the application computer equipment one embodiment, and above computer equipment may include depositing Reservoir, processor and it is stored in the computer program that can be run on above-mentioned memory and on above-mentioned processor, above-mentioned processor When executing above computer program, the choosing method that article provided by the embodiments of the present application represents picture may be implemented.
Wherein, above computer equipment can be server, or terminal device, the present embodiment is to above computer The specific form of equipment is not construed as limiting.
Figure 10 shows the block diagram of the exemplary computer device 12 suitable for being used for realizing the application embodiment.Figure 10 is aobvious The computer equipment 12 shown is only an example, should not bring any limit to the function and use scope of the embodiment of the present application System.
As shown in Figure 10, computer equipment 12 is showed in the form of universal computing device.The component of computer equipment 12 can To include but not limited to:One or more processor or processing unit 16, system storage 28 connect different system component The bus 18 of (including system storage 28 and processing unit 16).
Bus 18 indicates one or more in a few class bus structures, including memory bus or Memory Controller, Peripheral bus, graphics acceleration port, processor or the local bus using the arbitrary bus structures in a variety of bus structures.It lifts For example, these architectures include but not limited to industry standard architecture (Industry Standard Architecture;Hereinafter referred to as:ISA) bus, microchannel architecture (Micro Channel Architecture;Below Referred to as:MAC) bus, enhanced isa bus, Video Electronics Standards Association (Video Electronics Standards Association;Hereinafter referred to as:VESA) local bus and peripheral component interconnection (Peripheral Component Interconnection;Hereinafter referred to as:PCI) bus.
Computer equipment 12 typically comprises a variety of computer system readable media.These media can be it is any can be by The usable medium that computer equipment 12 accesses, including volatile and non-volatile media, moveable and immovable medium.
System storage 28 may include the computer system readable media of form of volatile memory, such as arbitrary access Memory (Random Access Memory;Hereinafter referred to as:RAM) 30 and/or cache memory 32.Computer equipment 12 It may further include other removable/nonremovable, volatile/non-volatile computer system storage mediums.Only conduct Citing, storage system 34 can be used for reading and writing immovable, non-volatile magnetic media, and (Figure 10 do not show, commonly referred to as " hard disk Driver ").Although being not shown in Figure 10, can provide for moving non-volatile magnetic disk (such as " floppy disk ") read-write Disc driver, and to removable anonvolatile optical disk (such as:Compact disc read-only memory (Compact Disc Read Only Memory;Hereinafter referred to as:CD-ROM), digital multi CD-ROM (Digital Video Disc Read Only Memory;Hereinafter referred to as:DVD-ROM) or other optical mediums) read-write CD drive.In these cases, each driving Device can be connected by one or more data media interfaces with bus 18.Memory 28 may include at least one program production Product, the program product have one group of (for example, at least one) program module, and it is each that these program modules are configured to perform the application The function of embodiment.
Program/utility 40 with one group of (at least one) program module 42 can be stored in such as memory 28 In, such program module 42 includes --- but being not limited to --- operating system, one or more application program, other programs Module and program data may include the realization of network environment in each or certain combination in these examples.Program mould Block 42 usually executes function and/or method in embodiments described herein.
Computer equipment 12 can also be with one or more external equipments 14 (such as keyboard, sensing equipment, display 24 Deng) communication, can also be enabled a user to one or more equipment interact with the computer equipment 12 communicate, and/or with make The computer equipment 12 any equipment (such as network interface card, the modulatedemodulate that can be communicated with one or more of the other computing device Adjust device etc.) communication.This communication can be carried out by input/output (I/O) interface 22.Also, computer equipment 12 may be used also To pass through network adapter 20 and one or more network (such as LAN (Local Area Network;Hereinafter referred to as: LAN), wide area network (Wide Area Network;Hereinafter referred to as:WAN) and/or public network, for example, internet) communication.Such as figure Shown in 10, network adapter 20 is communicated by bus 18 with other modules of computer equipment 12.Although should be understood that in Figure 10 It is not shown, other hardware and/or software module can be used in conjunction with computer equipment 12, including but not limited to:Microcode, equipment Driver, redundant processing unit, external disk drive array, RAID system, tape drive and data backup storage system Deng.
Processing unit 16 is stored in program in system storage 28 by operation, to perform various functions application and Data processing, such as realize that article provided by the embodiments of the present application represents the choosing method of picture.
The embodiment of the present application also provides a kind of non-transitorycomputer readable storage medium, is stored thereon with computer journey The selection side that article provided by the embodiments of the present application represents picture may be implemented in sequence, above computer program when being executed by processor Method.
Appointing for one or more computer-readable media may be used in above-mentioned non-transitorycomputer readable storage medium Meaning combination.Computer-readable medium can be computer-readable signal media or computer readable storage medium.Computer can It reads storage medium and for example may be-but not limited to-the system of electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor, device Or device, or the arbitrary above combination.The more specific example (non exhaustive list) of computer readable storage medium includes: Electrical connection, portable computer diskette, hard disk, random access memory (RAM), read-only storage with one or more conducting wires Device (Read Only Memory;Hereinafter referred to as:ROM), erasable programmable read only memory (Erasable Programmable Read Only Memory;Hereinafter referred to as:EPROM) or flash memory, optical fiber, portable compact disc are read-only deposits Reservoir (CD-ROM), light storage device, magnetic memory device or above-mentioned any appropriate combination.In this document, computer Readable storage medium storing program for executing, which can be any, includes or the tangible medium of storage program, which can be commanded execution system, device Either device use or in connection.
Computer-readable signal media may include in a base band or as the data-signal that a carrier wave part is propagated, Wherein carry computer-readable program code.Diversified forms may be used in the data-signal of this propagation, including --- but It is not limited to --- electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be Any computer-readable medium other than computer readable storage medium, which can send, propagate or Transmission for by instruction execution system, device either device use or program in connection.
The program code for including on computer-readable medium can transmit with any suitable medium, including --- but it is unlimited In --- wireless, electric wire, optical cable, RF etc. or above-mentioned any appropriate combination.
Can with one or more programming languages or combinations thereof come write for execute the application operation computer Program code, described program design language include object oriented program language-such as Java, Smalltalk, C++, Further include conventional procedural programming language-such as " C " language or similar programming language.Program code can be with It fully executes, partly execute on the user computer on the user computer, being executed as an independent software package, portion Divide and partly executes or executed on a remote computer or server completely on the remote computer on the user computer. It is related in the situation of remote computer, remote computer can pass through the network of any kind --- including LAN (Local Area Network;Hereinafter referred to as:) or wide area network (Wide Area Network LAN;Hereinafter referred to as:WAN) it is connected to user Computer, or, it may be connected to outer computer (such as being connected by internet using ISP).
In the description of this specification, reference term " one embodiment ", " some embodiments ", " example ", " specifically show The description of example " or " some examples " etc. means specific features, structure, material or spy described in conjunction with this embodiment or example Point is contained at least one embodiment or example of the application.In the present specification, schematic expression of the above terms are not It must be directed to identical embodiment or example.Moreover, particular features, structures, materials, or characteristics described can be in office It can be combined in any suitable manner in one or more embodiments or example.In addition, without conflicting with each other, the skill of this field Art personnel can tie the feature of different embodiments or examples described in this specification and different embodiments or examples It closes and combines.
In addition, term " first ", " second " are used for description purposes only, it is not understood to indicate or imply relative importance Or implicitly indicate the quantity of indicated technical characteristic.Define " first " as a result, the feature of " second " can be expressed or Implicitly include at least one this feature.In the description of the present application, the meaning of " plurality " is at least two, such as two, three It is a etc., unless otherwise specifically defined.
Any process described otherwise above or method description are construed as in flow chart or herein, and expression includes It is one or more for realizing custom logic function or process the step of executable instruction code module, segment or portion Point, and the range of the preferred embodiment of the application includes other realization, wherein can not press shown or discuss suitable Sequence, include according to involved function by it is basic simultaneously in the way of or in the opposite order, to execute function, this should be by the application Embodiment person of ordinary skill in the field understood.
Expression or logic and/or step described otherwise above herein in flow charts, for example, being considered use In the order list for the executable instruction for realizing logic function, may be embodied in any computer-readable medium, for Instruction execution system, device or equipment (system of such as computer based system including processor or other can be held from instruction The instruction fetch of row system, device or equipment and the system executed instruction) it uses, or combine these instruction execution systems, device or set It is standby and use.For the purpose of this specification, " computer-readable medium " can any can be included, store, communicating, propagating or passing Defeated program is for instruction execution system, device or equipment or the dress used in conjunction with these instruction execution systems, device or equipment It sets.The more specific example (non-exhaustive list) of computer-readable medium includes following:Electricity with one or more wiring Interconnecting piece (electronic device), portable computer diskette box (magnetic device), random access memory (Random Access Memory;Hereinafter referred to as:RAM), read-only memory (Read Only Memory;Hereinafter referred to as:ROM), erasable editable Read memory (Erasable Programmable Read Only Memory;Hereinafter referred to as:EPROM) or flash memory, Fiber device and portable optic disk read-only storage (Compact Disc Read Only Memory;Hereinafter referred to as:CD- ROM).In addition, computer-readable medium can even is that the paper that can print described program on it or other suitable media, because For can be then suitable with other into edlin, interpretation or when necessary for example by carrying out optical scanner to paper or other media Mode is handled electronically to obtain described program, is then stored in computer storage.
It should be appreciated that each section of the application can be realized with hardware, software, firmware or combination thereof.Above-mentioned In embodiment, software that multiple steps or method can in memory and by suitable instruction execution system be executed with storage Or firmware is realized.Such as, if realized in another embodiment with hardware, following skill well known in the art can be used Any one of art or their combination are realized:With for data-signal realize logic function logic gates from Logic circuit is dissipated, the application-specific integrated circuit with suitable combinational logic gate circuit, programmable gate array (Programmable Gate Array;Hereinafter referred to as:PGA), field programmable gate array (Field Programmable Gate Array;Below Referred to as:FPGA) etc..
Those skilled in the art are appreciated that realize all or part of step that above-described embodiment method carries Suddenly it is that relevant hardware can be instructed to complete by program, the program can be stored in a kind of computer-readable storage medium In matter, which includes the steps that one or a combination set of embodiment of the method when being executed.
In addition, each functional unit in each embodiment of the application can be integrated in a processing module, it can also That each unit physically exists alone, can also two or more units be integrated in a module.Above-mentioned integrated mould The form that hardware had both may be used in block is realized, can also be realized in the form of software function module.The integrated module is such as Fruit is realized in the form of software function module and when sold or used as an independent product, can also be stored in a computer In read/write memory medium.
Storage medium mentioned above can be read-only memory, disk or CD etc..Although having been shown and retouching above Embodiments herein is stated, it is to be understood that above-described embodiment is exemplary, and should not be understood as the limit to the application System, those skilled in the art can be changed above-described embodiment, change, replace and become within the scope of application Type.

Claims (16)

1. a kind of article represents the choosing method of picture, which is characterized in that including:
Obtain target article, wherein the article cluster belonging to the target article includes at least one with the target article phase As articles of reference;
Extract the plurality of pictures in the target article;
Generate the temperature information of the plurality of pictures, root respectively according to occurrence number of the plurality of pictures in the article cluster According to the temperature information of the plurality of pictures, the representative picture of the target article is selected from the plurality of pictures;And/or root The desired location for generating the plurality of pictures respectively according to position of the plurality of pictures in the article cluster, according to it is described multiple The desired location of picture selects the representative picture of the target article from the plurality of pictures.
2. according to the method described in claim 1, it is characterized in that, it is described according to the plurality of pictures in the article cluster The temperature information that occurrence number generates the plurality of pictures respectively includes:
Occurrence number of the picture in the articles of reference is obtained, and generates the heat of the picture according to the occurrence number Spend information.
3. according to the method described in claim 1, it is characterized in that, it is described according to the plurality of pictures in the article cluster The desired location that position generates the plurality of pictures respectively includes:
Obtain at least one articles of reference that the article cluster includes the picture;
Position of the picture at least one articles of reference is obtained, according to the picture at least one reference The average value of position acquisition Pictures location in article, using the average value of the Pictures location as the expection position of the picture It sets.
4. according to the method described in claim 1-3 any one, which is characterized in that described to select institute from the plurality of pictures The representative picture for stating target article includes:
According to the temperature information and/or desired location of the plurality of pictures, the plurality of pictures is ranked up;
Representative picture of the picture of predetermined quantity as the target article is selected according to ranking results.
5. according to the method described in claim 4, it is characterized in that, described according to the temperature information of the plurality of pictures and expection Position, to the plurality of pictures be ranked up including:
It is ranked up according to the temperature information of plurality of pictures in the target article;
If the temperature information of two pictures is equal, further it is ranked up according to the desired location of two pictures.
6. according to the method described in claim 4, it is characterized in that, described according to the temperature information of the plurality of pictures and expection Position, to the plurality of pictures be ranked up including:
It is ranked up according to the desired location of plurality of pictures in the target article;
If the desired location of two pictures is equal, further it is ranked up according to the temperature information of two pictures.
7. according to the method described in claim 1, it is characterized in that, before the acquisition target article, further include:
It is average similar to the current affiliated article cluster of the articles of reference to calculate the current affiliated article cluster of the target article Degree;
If the average similarity is more than predetermined threshold, by the current affiliated article cluster of the target article and the reference Article cluster belonging to article is current merges into an article cluster.
8. a kind of article represents the selecting device of picture, which is characterized in that including:
Acquisition module, for obtaining target article, wherein the article cluster belonging to the target article includes at least one and institute State the similar articles of reference of target article;
Extraction module, for extracting the plurality of pictures in the target article;
Generation module, for generating the plurality of pictures respectively according to occurrence number of the plurality of pictures in the article cluster Temperature information;
Module is chosen, for the temperature information according to the plurality of pictures, the target article is selected from the plurality of pictures Representative picture;And/or
The generation module, for generating the plurality of pictures respectively according to position of the plurality of pictures in the article cluster Desired location;
The selection module selects the target for the desired location according to the plurality of pictures from the plurality of pictures The representative picture of article.
9. device according to claim 8, which is characterized in that
The generation module, is specifically used for obtaining the occurrence number of the picture in the articles of reference, and according to it is described go out Occurrence number generates the temperature information of the picture.
10. device according to claim 8, which is characterized in that
The generation module is specifically used for obtaining at least one articles of reference that the article cluster includes the picture;It obtains Position of the picture at least one articles of reference, according to the picture at least one articles of reference The average value of position acquisition Pictures location, using the average value of the Pictures location as the desired location of the picture.
11. according to the device described in claim 8-10 any one, which is characterized in that the selection module includes:
Sorting sub-module carries out the plurality of pictures for the temperature information and/or desired location according to the plurality of pictures Sequence;
Submodule is selected, for selecting representative picture of the picture of predetermined quantity as the target article according to ranking results.
12. according to the devices described in claim 11, which is characterized in that
The sorting sub-module, specifically for being ranked up according to the temperature information of plurality of pictures in the target article;If The temperature information of two pictures is equal, then is further ranked up according to the desired location of two pictures.
13. according to the devices described in claim 11, which is characterized in that
The sorting sub-module, specifically for being ranked up according to the desired location of plurality of pictures in the target article;If The desired location of two pictures is equal, then is further ranked up according to the temperature information of two pictures.
14. according to the devices described in claim 11, which is characterized in that
Cluster module, for calculating the current affiliated article cluster of the target article and the current affiliated article of the articles of reference The average similarity of cluster;If the average similarity is more than predetermined threshold, by the current affiliated article of the target article Cluster merges into an article cluster with the current affiliated article cluster of the articles of reference.
15. a kind of computer equipment, which is characterized in that including memory, processor and be stored on the memory and can be The computer program run on the processor when the processor executes the computer program, realizes such as claim 1-7 In any method.
16. a kind of non-transitorycomputer readable storage medium, is stored thereon with computer program, which is characterized in that the meter The method as described in any in claim 1-7 is realized when calculation machine program is executed by processor.
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