CN109101495A - A kind of fashion world document creation method based on image recognition and knowledge mapping - Google Patents

A kind of fashion world document creation method based on image recognition and knowledge mapping Download PDF

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Publication number
CN109101495A
CN109101495A CN201810982554.4A CN201810982554A CN109101495A CN 109101495 A CN109101495 A CN 109101495A CN 201810982554 A CN201810982554 A CN 201810982554A CN 109101495 A CN109101495 A CN 109101495A
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China
Prior art keywords
fashion
knowledge mapping
information
world
document creation
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Pending
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CN201810982554.4A
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Chinese (zh)
Inventor
黄佳威
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Shanghai Bao Zun Agel Ecommerce Ltd
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Shanghai Bao Zun Agel Ecommerce Ltd
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Priority to CN201810982554.4A priority Critical patent/CN109101495A/en
Publication of CN109101495A publication Critical patent/CN109101495A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/20Natural language analysis
    • G06F40/258Heading extraction; Automatic titling; Numbering
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/10Text processing
    • G06F40/189Automatic justification

Abstract

The present invention relates to a kind of fashion world document creation method based on image recognition and knowledge mapping, step S1, using the method for deep learning, basic picture video data are carried out with the extraction of basic information, and the basic information for all fashion is decomposed and arranged, the algorithm of training deep learning, extracts image basis information;Step S2, the knowledge mapping for preparing fashion world in advance is defined fashion elements on the market, basic information and fashion information is associated;Step S3, using above-mentioned essential information and the Higher Order Abstract label of reasoning as search key, Similar Text is searched in existing fashion world professional article library, according to sequencing of similarity, generates abstract text.Its advantage is shown: being able to solve the problem of needing to write the very big field profession manuscript of a large amount of and picture character correlation in fashion world, is provided fashion editor's textual materials, to excite the inspiration of fashion editor, raising fashion is contributed to newspapers, magazines,etc. efficiency.

Description

A kind of fashion world document creation method based on image recognition and knowledge mapping
Technical field
The present invention relates to internet big data field, fashion world, field of computer technology, specifically, being a kind of base In the fashion world document creation method of image recognition and knowledge mapping.
Background technique
Text automatically generate be natural language processing field an important research direction, realize text automatically generate be also The important symbol that artificial intelligence moves to maturity.
The mode that current text automatically generates is concentrated mainly on two kinds of aspects:
The first is often to use internet public data based on full-text search field, several out by search engine inquiry Piece article close and similar with theme, carries out abstract selection by certain algorithm, ultimately generates the text being understood that Chapter.
The similar article that this method needs largely to increase income, and text generation can not be carried out to information such as pictures.
Second is the text Auto-Generation Tool based on deep learning, a kind of using similar s2s or neuraltalk Algorithm expands keyword or picture, to generate an article being understood that.
The difficult point of this technology is that the training of deep learning is complicated, and popularization difficulty is big, it is simple to generate text, and to not Know that image accuracy rate remains a challenge.
In addition, needing to write a large amount of picture and text in fashion world, the variation of fashion world is often prior to all Field, so-called top of the waves tide-person, so leading to the text information of fashion world, there are many difficult points.
1, a large amount of relations all are being generated daily;
2, there are very big variations for the main style of relation and internal information.
3, data type is sufficiently complex, is all the target data handled to video from text to image.
For above several difficult points, current method, which fine can not all obtain, is suitable for these situations.Traditional information retrieval Mode can rapidly adapt to change, but processing capacity is but lacked to multimedia messages;The method of deep learning can handle Media information, but a large amount of labeled data is needed, and mark and need a large amount of artificial informations, it can not often accomplish well Adapt to trend.
Chinese patent literature CN201410032479.7, the applying date 20140123, patent name are as follows: text is carried out automatic The method and apparatus of phonetic notation processing and display disclose method and dress that a kind of pair of text carries out automatic phonetic notation processing and display Set, wherein to text carry out automatic phonetic notation processing method include: based on hidden code model by the text conversion of original language be target The phonetic notation text of language;The identification information of acquisition demand user;Receive active user is needed by the current text that client is sent Seek information, according to identification information determine active user be demand user, according to current text demand information to client send pair The phonetic notation text answered, for showing to active user.
The method that above patent document carries out automatic phonetic notation processing to text can give birth to automatically according to foreign language source language text Chinese character phonetic alphabet text is supplied to demand user at Chinese character phonetic alphabet text that is intelligible or easily pronouncing, and actively, is convenient for demand User easily learns the pronunciation of foreign language original language song, and user experience is high, and at low cost.But it is solved about a kind of The problem of needing to write the very big field profession manuscript of a large amount of and picture character correlation in fashion world, provides fashion editor Textual materials improve the contribute to newspapers, magazines,etc. technical solution of efficiency of fashion and are not disclosed accordingly then.
In conclusion it is very big to need a kind of solution to need to write a large amount of and picture character correlation in fashion world It the problem of field profession manuscript, provides fashion editor's textual materials, improves fashion and contribute to newspapers, magazines,etc. the document creation method of efficiency, and about This document creation method yet there are no report.
Summary of the invention
The purpose of the present invention is aiming at the shortcomings in the prior art, provide a kind of solution need in fashion world to write it is big The problem of measuring field profession manuscript very big with picture character correlation, provides fashion editor's textual materials, improves fashion and writes The document creation method of original text efficiency.
To achieve the above object, the technical solution adopted by the present invention is that:
A kind of fashion world document creation method based on image recognition and knowledge mapping, the method includes following steps It is rapid:
Step S1, using the method for deep learning, basic picture video data are carried out with the extraction of basic information, and right It is decomposed and is arranged for the basic information of all fashion, the algorithm of training deep learning carries out image basis information It extracts;
Step S2, the knowledge mapping for preparing fashion world in advance is defined fashion elements on the market, and basis is believed Breath and fashion information are associated;
Step S3, it is closed the Higher Order Abstract label of the essential information and reasoning that are obtained in step S1 and step S2 as search Key word searches for Similar Text in existing fashion world professional article library, according to sequencing of similarity, generates abstract text.
As a kind of perferred technical scheme, the method provides label in the form of the knowledge mapping of fashion world In logical relation storage and expression.
As a kind of perferred technical scheme, the method is formed by mode using algorithm and data structure to provide mark The storage and expression of logical relation in label.
As a kind of perferred technical scheme, the method expands fashion in such a way that deep learning cooperates reasoning The system configurations for the label information for including in the image of field.
As a kind of perferred technical scheme, the method is matched using fashion world picture tag algorithm and fashion tag library It closes, reaches the multifarious design architecture of label.
As a kind of perferred technical scheme, it is to become that the extraction object in the step S1, which is the basic information of fashion world, Change slow, and has multimedia feature.
As a kind of perferred technical scheme, the Higher Order Abstract element based on basic element is generated in institute step S2, thus Generate Higher Order Abstract label.
The invention has the advantages that:
1, a kind of fashion world document creation method based on image recognition and knowledge mapping of the invention, is able to solve The problem of needing to write the very big field profession manuscript of a large amount of and picture character correlation in fashion world, provides fashion editor Textual materials improve fashion and contribute to newspapers, magazines,etc. efficiency to excite the inspiration of fashion editor.
2, the learning cost for reducing deep learning, improves the availability of model.
3, the update of fast-changing relation is provided.
4, the knowledge base of manual maintenance is capable of providing more domain knowledges, avoids information out-of-date and inaccurate situation.
Detailed description of the invention
Attached drawing 1 is a kind of process of fashion world document creation method based on image recognition and knowledge mapping of the invention Schematic diagram.
Specific embodiment
It elaborates with reference to the accompanying drawing to specific embodiment provided by the invention.
Fig. 1 is please referred to, Fig. 1 is a kind of fashion world text generation side based on image recognition and knowledge mapping of the invention The flow diagram of method.A kind of fashion world document creation method based on image recognition and knowledge mapping, the method includes Following steps:
Step S1, using the method for deep learning, basic picture video data are carried out with the extraction of basic information, and right It is decomposed and is arranged for the basic information of all fashion, the algorithm of training deep learning carries out image basis information It extracts, such as the information such as the main body of image, material, texture, quality, such as the main body in figure is one " skirt ", skirt Material be " silk ", the color of skirt is " blue " and " red ", and the quality of skirt is the equal basic informations of " smooth ".
Step S2, the knowledge mapping for preparing fashion world in advance is defined fashion elements on the market, and basis is believed Breath and fashion information are associated, such as: " one-piece dress " and " lace " can produce " pseudo-classic ";" blue " and " red " can produce " hitting color ";" skirt " and " plate shoes " can release " street corner ".Thus Higher Order Abstract label is generated.
Step S3, it is closed the Higher Order Abstract label of the essential information and reasoning that are obtained in step S1 and step S2 as search Key word searches for Similar Text in existing fashion world professional article library, according to sequencing of similarity, generates abstract text.
The embodiment it should be understood that
Logical relation in label is provided in the form of the knowledge mapping of fashion world in the example, but is not limited only to Which realizes the storage and expression of the logical relation between label, other algorithms and data structure are formed by technical solution and also answer Cover under the inventive concept.
Expand the label letter for including in fashion world image in the example in such a way that deep learning cooperates reasoning The system configurations of breath, but it is not limited to the specific combination in examples detailed above.Other fashion world picture tag algorithms and fashion Tag library cooperation, the design architecture for the purpose of reaching label diversity should all be covered under design of the invention.
A kind of fashion world document creation method based on image recognition and knowledge mapping of the invention, be able to solve when The problem of still needing to write the very big field profession manuscript of a large amount of and picture character correlation in field, it is literary to provide fashion editor Grapheme material improves fashion and contributes to newspapers, magazines,etc. efficiency to excite the inspiration of fashion editor;The learning cost of deep learning is reduced, model is improved Availability;The update of fast-changing relation is provided;The knowledge base of manual maintenance is capable of providing more domain knowledges, Avoid information out-of-date and inaccurate situation.
The above is only a preferred embodiment of the present invention, it is noted that for the ordinary skill people of the art Member, under the premise of not departing from the method for the present invention, can also make several improvement and supplement, these are improved and supplement also should be regarded as Protection scope of the present invention.

Claims (7)

1. a kind of fashion world document creation method based on image recognition and knowledge mapping, which is characterized in that the method packet Include following steps:
Step S1, using the method for deep learning, basic picture video data are carried out with the extraction of basic information, and to being directed to The basic information of all fashion is decomposed and is arranged, and the algorithm of training deep learning extracts image basis information;
Step S2, the knowledge mapping for preparing fashion world in advance is defined fashion elements on the market, by basic information and Fashion information is associated;
Step S3, crucial using the Higher Order Abstract label of the essential information and reasoning that are obtained in step S1 and step S2 as search Word searches for Similar Text in existing fashion world professional article library, according to sequencing of similarity, generates abstract text.
2. the fashion world document creation method according to claim 1 based on image recognition and knowledge mapping, feature It is, the method provides the storage and expression of the logical relation in label in the form of the knowledge mapping of fashion world.
3. the fashion world document creation method according to claim 1 based on image recognition and knowledge mapping, feature It is, the method is formed by mode using algorithm and data structure to provide the storage of the logical relation in label and table Show.
4. the fashion world document creation method according to claim 1 based on image recognition and knowledge mapping, feature It is, the method expands the label information for including in fashion world image in such a way that deep learning cooperates reasoning System configurations.
5. the fashion world document creation method according to claim 1 based on image recognition and knowledge mapping, feature It is, the method is cooperated using fashion world picture tag algorithm and fashion tag library, reaches the multifarious designed holder of label Structure.
6. the fashion world document creation method according to claim 1 based on image recognition and knowledge mapping, feature It is, the extraction object in the step S1 is that the basic information of fashion world is that variation is slow, and has multimedia Feature.
7. the fashion world document creation method according to claim 1 based on image recognition and knowledge mapping, feature It is, the Higher Order Abstract element based on basic element is generated in step S2, thus generates Higher Order Abstract label.
CN201810982554.4A 2018-08-27 2018-08-27 A kind of fashion world document creation method based on image recognition and knowledge mapping Pending CN109101495A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109961091A (en) * 2019-03-01 2019-07-02 杭州叙简科技股份有限公司 A kind of accident word tag of self study and summarization generation system and method

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CN106095762A (en) * 2016-02-05 2016-11-09 中科鼎富(北京)科技发展有限公司 A kind of news based on ontology model storehouse recommends method and device
CN106204165A (en) * 2016-08-11 2016-12-07 广州出益信息科技有限公司 A kind of advertisement placement method and device
CN107908671A (en) * 2017-10-25 2018-04-13 南京擎盾信息科技有限公司 Knowledge mapping construction method and system based on law data
CN108038096A (en) * 2017-11-10 2018-05-15 平安科技(深圳)有限公司 Knowledge database documents method for quickly retrieving, application server computer readable storage medium storing program for executing

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP0751469A1 (en) * 1995-06-28 1997-01-02 Xerox Corporation Automatic method of extracting summarization using feature probabilities
CN106095762A (en) * 2016-02-05 2016-11-09 中科鼎富(北京)科技发展有限公司 A kind of news based on ontology model storehouse recommends method and device
CN106204165A (en) * 2016-08-11 2016-12-07 广州出益信息科技有限公司 A kind of advertisement placement method and device
CN107908671A (en) * 2017-10-25 2018-04-13 南京擎盾信息科技有限公司 Knowledge mapping construction method and system based on law data
CN108038096A (en) * 2017-11-10 2018-05-15 平安科技(深圳)有限公司 Knowledge database documents method for quickly retrieving, application server computer readable storage medium storing program for executing

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109961091A (en) * 2019-03-01 2019-07-02 杭州叙简科技股份有限公司 A kind of accident word tag of self study and summarization generation system and method

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