CN109657619A - A kind of attached drawing interpretation method, device and storage medium - Google Patents
A kind of attached drawing interpretation method, device and storage medium Download PDFInfo
- Publication number
- CN109657619A CN109657619A CN201811564424.5A CN201811564424A CN109657619A CN 109657619 A CN109657619 A CN 109657619A CN 201811564424 A CN201811564424 A CN 201811564424A CN 109657619 A CN109657619 A CN 109657619A
- Authority
- CN
- China
- Prior art keywords
- character
- pel
- translated
- attached drawing
- data set
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 55
- 238000013519 translation Methods 0.000 claims abstract description 122
- 239000000284 extract Substances 0.000 claims description 8
- 230000007306 turnover Effects 0.000 claims description 7
- 230000000903 blocking effect Effects 0.000 claims description 4
- 238000012790 confirmation Methods 0.000 claims description 4
- 230000011218 segmentation Effects 0.000 claims description 4
- 238000004590 computer program Methods 0.000 claims description 3
- 230000007717 exclusion Effects 0.000 claims description 3
- 238000010586 diagram Methods 0.000 description 10
- 238000013527 convolutional neural network Methods 0.000 description 8
- 238000000605 extraction Methods 0.000 description 8
- 238000012795 verification Methods 0.000 description 8
- 238000007689 inspection Methods 0.000 description 7
- 238000012549 training Methods 0.000 description 7
- 238000013528 artificial neural network Methods 0.000 description 6
- 230000000007 visual effect Effects 0.000 description 4
- 239000012141 concentrate Substances 0.000 description 3
- 238000012360 testing method Methods 0.000 description 3
- 230000006399 behavior Effects 0.000 description 2
- 238000013135 deep learning Methods 0.000 description 2
- 238000011156 evaluation Methods 0.000 description 2
- 230000006870 function Effects 0.000 description 2
- 238000003062 neural network model Methods 0.000 description 2
- 238000012015 optical character recognition Methods 0.000 description 2
- 238000013441 quality evaluation Methods 0.000 description 2
- 238000012800 visualization Methods 0.000 description 2
- 230000003044 adaptive effect Effects 0.000 description 1
- 238000012550 audit Methods 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 230000000295 complement effect Effects 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000018109 developmental process Effects 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
- G06V30/10—Character recognition
- G06V30/14—Image acquisition
- G06V30/148—Segmentation of character regions
- G06V30/153—Segmentation of character regions using recognition of characters or words
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
- G06V30/40—Document-oriented image-based pattern recognition
Abstract
The invention discloses a kind of attached drawing interpretation methods, device and storage medium, wherein, method includes: to establish the corresponding relationship of attached drawing parameter Yu character to be translated, character identical with character to be translated in cypher text is treated to be translated, obtain corresponding translation character, corresponding relationship based on attached drawing parameter Yu character to be translated, establish the corresponding relationship of translation character and attached drawing parameter, corresponding relationship based on translation character and attached drawing parameter, character pel is replaced with into the translation pel comprising translation character, the present invention can be improved attached drawing translation efficiency, save human cost, meet high-volume translation brief, guarantee the consistency of text and attached drawing translation simultaneously, improve reading experience.
Description
Technical field
The present embodiments relate to image processing techniques more particularly to a kind of attached drawing interpretation methods, device and storage medium.
Background technique
In translation field, if document to be translated has attached drawing, and has text in attached drawing, in order to improve reading body
It tests, it usually needs the text of textual portions and attached drawing part is translated respectively respectively.
It is a great problem to the character translation in attached drawing, the method generallyd use at present is, will be in attached drawing by translator
Text translation content production corresponding with its separately picture is handled at table, then by picture treatment people, will translate
Content is added to corresponding position in attached drawing.
Existing attached drawing interpretation method translation efficiency is low, and expends a large amount of human costs, is unable to satisfy high-volume translation
It is required that in addition, text and attached drawing are separately translated, it is difficult to which the consistency for guaranteeing the two influences reading experience.
Summary of the invention
The present invention provides a kind of attached drawing interpretation method, device and storage medium, to improve attached drawing translation efficiency, saves manpower
Cost meets high-volume translation brief, while guaranteeing the consistency of text and attached drawing translation, improves reading experience.
In a first aspect, the embodiment of the invention provides a kind of attached drawing interpretation methods, comprising:
Establish the corresponding relationship of attached drawing parameter Yu character to be translated, wherein attached drawing parameter includes character to be translated in correspondence
The pel location information of character pel and character pel in respective figure in attached drawing, character to be translated are to identify from attached drawing
The character that needs out are translated；
It treats character identical with character to be translated in cypher text to be translated, obtains corresponding translation character；
Corresponding relationship based on attached drawing parameter Yu character to be translated establishes the corresponding relationship of translation character and attached drawing parameter；
Based on the corresponding relationship of translation character and attached drawing parameter, character pel is replaced with into the translation figure comprising translation character
Member.
Optionally, the corresponding relationship of attached drawing parameter Yu character to be translated is established, comprising:
Determine the character pel comprising character to be translated；
Character pel and pel location information are extracted, generates the first data set, wherein the first data set includes character pel
And the corresponding relationship of pel location information；
Character recognition is carried out to the character pel in the first data set, identifies character to be translated；
Based on the first data set and the character to be translated that identifies, the second data set is generated, wherein the second data set includes
The corresponding relationship of character to be translated, character pel and pel location information.
Optionally, after generating the first data set, further includes:
Based on the first data set, character pel is differently shown in the accompanying drawings；
The adjustment of character pel position is operated based on personnel, updates the character pel for needing adjustment in the first data set and right
The pel location information answered.
Optionally, after generating the first data set, further includes:
Highlight the attached drawing region to be selected except character pel；
The character pel and corresponding pel location information that personnel are selected from attached drawing region to be selected are added to the first data
It concentrates.
Optionally, this method further include:
Based on the second data set, visualized list is generated, wherein visualized list includes pel column and editable identification
Character pel is shown on information bar, pel column, and the character to be translated corresponding to character pel is shown on identification information column；
Based on to the edited visualized list in identification information column and second data set, third data set is generated,
Wherein, third data set includes the corresponding relationship of character to be translated, character pel and pel location information.
Optionally, it is based on the second data set, generates visualized list, comprising:
Based on the character pel and character to be translated in the second data set, pel column and identification information column are generated；
Based on the pel location information in the second data set, the position of each character pel in the accompanying drawings is determined；
According to the sequence of positions of the character pel of setting, pel column and identification information column sequence list character pel and to
Translate character.
Optionally, visualized list further includes confirmation column, to confirm whether the character to be translated in identification information column is correct.
Optionally, visualized list further includes the recommendation information column that can be breathed out, and recommendation information column is shown and character to be translated
The recommendation character to match recommends character to obtain by text to be translated.
Optionally, this method further include:
Based on the second data set, editable text is generated near character pel in a manner of not blocking character pel
Frame, wherein the character to be translated corresponding to character pel is shown in text box；
Based on text box after editor and the second data set, third data set is generated, wherein third data set includes wait turn over
Translate the corresponding relationship of character, character pel and pel location information.
Optionally, the character pel comprising character to be translated is determined, comprising:
Based on all word contents occurred in ORB algorithm positioning attached drawing；
The continuation character of default spacing is considered as character to be translated；
Rectangular element of the interception comprising character to be translated is as character pel.
Optionally, attached drawing is the Figure of description of patent document, attached drawing interpretation method further include:
Extract the appended drawing reference in specification to be translated；
Characterized by the character of appended drawing reference, determining that exclusion includes attached drawing when including the character pel of character to be translated
The character pel of the character of label.
Optionally, character pel is replaced with into the translation pel comprising translation character, comprising:
Background colour filling is carried out to character pel；
Translation character is shown in character pel with default size and font.
Optionally, this method further include:
When retrieval is less than character identical with character to be translated in text to be translated, extracted using segmentation methods to be translated
Technical term in character；
Cypher text, which is treated, based on technical term carries out retrieval matching；
If in text to be translated retrieval be matched to identical technical term, by text to be translated with technical term pair
The character answered is associated with character to be translated foundation.
Second aspect, the embodiment of the invention also provides a kind of attached drawing translating equipments, comprising:
First relationship establishes unit, for establishing the corresponding relationship of attached drawing parameter Yu character to be translated, wherein attached drawing parameter
The pel location information of character pel and character pel in respective figure including character to be translated in respective figure, wait turn over
Translating character is the character that the needs identified from attached drawing are translated；
Translation unit is translated for treating character identical with character to be translated in cypher text, is obtained corresponding
Translate character；
Second relationship establishes unit, for the corresponding relationship based on attached drawing parameter Yu character to be translated, establishes translation character
With the corresponding relationship of attached drawing parameter；
Display unit replaces with character pel comprising turning over for the corresponding relationship based on translation character and attached drawing parameter
Translate the translation pel of character.
The third aspect, the embodiment of the invention also provides a kind of computer readable storage mediums, are stored thereon with computer
Program realizes the attached drawing interpretation method as described in first aspect present invention is any when the program is executed by processor.
The embodiment of the present invention by establishing the corresponding relationship of attached drawing parameter Yu character to be translated, treat in cypher text with to
The identical character of translation character is translated, and corresponding translation character is obtained, corresponding with character to be translated based on attached drawing parameter
Relationship establishes the corresponding relationship of translation character and attached drawing parameter, and the corresponding relationship based on translation character and attached drawing parameter, by word
Symbol pel replaces with the translation pel comprising translation character, improves attached drawing translation efficiency, saves human cost, meets high-volume
Translation brief, while guaranteeing the consistency of text and attached drawing translation, improve reading experience.
Detailed description of the invention
Fig. 1 is a kind of flow chart of attached drawing interpretation method provided in an embodiment of the present invention；
Fig. 2 is an attached drawing to be translated in the embodiment of the present invention；
Fig. 3 is to the schematic diagram after the character translation to be translated in Fig. 2 wire frame A；
Fig. 4 is the flow chart of another attached drawing interpretation method provided in an embodiment of the present invention；
Fig. 5 is a kind of schematic diagram of visualized list in the embodiment of the present invention；
Fig. 6 is the schematic diagram after the recommendation information column of character 3 to be translated in Fig. 5 is breathed out；
Fig. 7 is a kind of structural schematic diagram of attached drawing translating equipment provided in an embodiment of the present invention；
Fig. 8 is the structural schematic diagram that the first relationship establishes unit in the embodiment of the present invention.
Specific embodiment
The present invention is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used only for explaining the present invention rather than limiting the invention.It also should be noted that in order to just
Only the parts related to the present invention are shown in description, attached drawing rather than entire infrastructure.
The embodiment of the invention provides a kind of attached drawing interpretation methods, suitable for the attached drawing to the foreign language literature for including attached drawing
Translation, Fig. 1 is a kind of flow chart of attached drawing interpretation method provided in an embodiment of the present invention, as shown in Figure 1, the attached drawing interpretation method
Specifically comprise the following steps:
S110, the corresponding relationship for establishing attached drawing parameter Yu character to be translated.
Wherein, attached drawing parameter includes character pel and character pel of the character to be translated in respective figure in respective figure
In pel location information, character to be translated is the character that the needs identified from attached drawing are translated.Fig. 2 is the embodiment of the present invention
In an attached drawing to be translated, as shown in Fig. 2, specifically, character to be translated be attached drawing in word, phrase, a line or multline text,
It does not include the appended drawing reference in attached drawing such as the phrase " MemoryDevice " that wire frame A frame selects in Fig. 2, such as single character sum number
Word.Character pel is the pel in attached drawing comprising character to be translated, and the size of character pel can be according to the size of character to be translated
It carries out adaptively, shape can be right angle quadrangle, and corresponding appended drawing reference is included in the right angle quadrangle, in Fig. 2
Pel shown in wire frame A.Pel location information refers to the specific location of character pel in the accompanying drawings, illustratively, can be based on
Attached drawing establishes two-dimensional coordinate system, according to the coordinate information of character pel in the coordinate system, determines the pel position of the character pel
Confidence breath.It should be noted that the method for the pel location information of the appended drawing reference pel of above-mentioned determination is its of the invention
In an embodiment, as long as the present invention is herein not in fact, can be used to determine the pel location information of appended drawing reference pel
It limits.
S120, it treats character identical with character to be translated in cypher text and is translated, obtain corresponding translation character.
Specifically, text to be translated is the textual portions of foreign language literature, during treating cypher text translation, first
Based on the character to be translated recognized, retrieval and the identical character of character to be translated from text to be translated, and foundation pair
It should be related to, treat cypher text full text and translated, obtain the corresponding translation character of character to be translated.
It is corresponding with attached drawing parameter to establish translation character by S130, the corresponding relationship based on attached drawing parameter Yu character to be translated
Relationship.
Specifically, pair of corresponding relationship and character to be translated and translation character based on attached drawing parameter and character to be translated
It should be related to, establish the corresponding relationship of translation character and attached drawing parameter.
S140, the corresponding relationship based on translation character and attached drawing parameter replace with character pel comprising translation character
Translation pel.
Based on the corresponding relationship of translation character and attached drawing parameter, the corresponding character to be translated of translation character can be found
The location information of character pel and the pel, and then the character pel in attached drawing is replaced with into the translation figure comprising translation character
Member.Fig. 3 is to the schematic diagram after the character translation to be translated in Fig. 2 wire frame A, as shown in figure 3, including character to be translated
The pel of " Memory Device " is replaced by the translation pel comprising translating character " memory ".Since translation character comes
The character corresponding with character to be translated from cypher text, in this way, ensure that the content one of the attached drawing after cypher text and translation
Cause property promotes reading experience.
The embodiment of the present invention by establishing the corresponding relationship of attached drawing parameter Yu character to be translated, treat in cypher text with to
The identical character of translation character is translated, and corresponding translation character is obtained, corresponding with character to be translated based on attached drawing parameter
Relationship establishes the corresponding relationship of translation character and attached drawing parameter, and the corresponding relationship based on translation character and attached drawing parameter, by word
Symbol pel replaces with the translation pel comprising translation character, improves attached drawing translation efficiency, saves human cost, meets high-volume
Translation brief, while guaranteeing the consistency of text and attached drawing translation, improve reading experience.
Optionally, the corresponding relationship of attached drawing parameter Yu character to be translated is established, comprising:
Determine the character pel comprising character to be translated；
Character pel and pel location information are extracted, generates the first data set, wherein the first data set includes character pel
And the corresponding relationship of pel location information；
Character recognition is carried out to the character pel in the first data set, identifies character to be translated；
Based on the first data set and the character to be translated that identifies, the second data set is generated, wherein the second data set includes
The corresponding relationship of character to be translated, character pel and pel location information.
Correspondingly, Fig. 4 is the flow chart of another attached drawing interpretation method provided in an embodiment of the present invention, as shown in figure 4, should
Method includes:
S111, the character pel comprising character to be translated is determined.
Optionally, it is based on ORB (Oriented FAST and Rotated BRIEF) algorithm, with the language of document to be translated
Speech character is characterized, and is positioned all word contents occurred in attached drawing, is set the default spacing of single intercharacter, pre- by this is met
If the continuation character of spacing is considered as character to be translated, rectangular element of the interception comprising character to be translated is as character pel.Into one
Step, if there are multirow characters to be translated in attached drawing, with behavior unit, each nonoverlapping mode of character pel intercepts corresponding word
Accord with pel.It should be noted that all word contents occurred in above-mentioned attached drawing are positioned, other algorithms can also be used,
As long as can be translated content of the Primary Location into picture, the present invention is not particularly limited.
Optionally, if attached drawing is the Figure of description of patent document, then can extract first in specification to be translated
Then appended drawing reference characterized by the character of appended drawing reference, is determining that exclusion is wrapped when including the character pel of character to be translated
The character pel of character containing appended drawing reference.So as to improve the efficiency of the determining character pel comprising character to be translated, and keep away
Exempt from the interference of appended drawing reference, improves the accuracy of character recognition to be translated in subsequent.
S112, character pel and pel location information are extracted, generates the first data set.
Wherein, the first data set includes the corresponding relationship of character pel and pel location information.Specifically, including in determination
After the character pel of character to be translated, character pel and corresponding pel location information are extracted, and establish the first number
According to collection, the first data set includes the corresponding relationship of character pel and pel location information.
S113, character recognition is carried out to the character pel in the first data set, identifies character to be translated.
Optionally, identify that character to be translated can use neural network algorithm from character pel, specifically, can use
Convolutional neural networks (Convolutional Neural Networks, CNN), depth residual error network (Deep Residual
Learning, DRN), visual geometric group (Visual Geometry Group, VGG), deep learning structure (GoogLeNet).
In the following, being specifically described by taking CNN as an example:
(1) prepare training dataset: being based on historical data, use a large amount of foreign language text for having checked character to be translated
It offers, the character to be translated and corresponding character pel in a large amount of foreign language literatures is extracted, as training dataset.
(2) it handles training dataset: training dataset being handled using image processing software (OpenCV), by pel
It is scaled unified size (using can also need not uniform sizes when GoogLeNet), single channel is extracted and is converted into grayscale image.
(3) training test: using common development of neural networks framework (such as Tensorflow, Caffe, Keras,
Python etc.) building convolutional neural networks be trained and test.
(4) trained model is used for the identification of character to be translated, positioning may to be pel and the knowledge of character to be translated
Its other content.
Identified using optical character identification (Optical Character Recognition, OCR) in attached drawing wait turn over
Character is translated, this method is difficult to cope with a large amount of interference characters in picture, it is still desirable to which translator expends great effort core one by one
Right, recognition accuracy is not high, complementary not strong for the translation high for accuracy requirement.The embodiment of the present invention
Using the character to be translated in neural network algorithm identification attached drawing, raising identifies recognition efficiency and accuracy rate.
S114, based on the first data set and the character to be translated identified, generate the second data set.
Specifically, can be on the basis of the first data set, the corresponding character to be translated identified is added, generates the
Two data sets.Wherein, the second data set includes that the corresponding of the character to be translated identified, character pel and pel location information is closed
System.
S120, it treats character identical with character to be translated in cypher text and is translated, obtain corresponding translation character.
It is corresponding with attached drawing parameter to establish translation character by S130, the corresponding relationship based on attached drawing parameter Yu character to be translated
Relationship.
S140, the corresponding relationship based on translation character and attached drawing parameter replace with character pel comprising translation character
Translation pel.
It optionally, further include checking the character pel of the first data set, specifically after generating the first data set
Include:
Based on the first data set, character pel is differently shown in the accompanying drawings.Specifically, according in the first data set
Character pel pel location information, character pel is differently shown in the accompanying drawings, for example, edge is highlighted, with
It is different from the other parts of attached drawing.
After character pel is differently shown in the accompanying drawings, in the accompanying drawings to the character pel of the first data set into
Row verification, the audit process can be by manually performing, when occurring including comprising non-character to be translated, character pel in character pel
When character to be translated is imperfect or character pel do not include character to be translated, can be manually to the pel position in attached drawing
It sets and is adjusted or deletes, machine operates the adjustment of character pel position based on personnel, and update needs to adjust in the first data set
Character pel and corresponding pel location information.
It optionally, further include that missing inspection is carried out to the region other than character pel in attached drawing after generating the first data set,
Specifically include:
The attached drawing region to be selected except character pel is highlighted, specifically, secretly the first number can be shown show or hide
According to the character pel of concentration, to highlight the attached drawing region to be selected except character pel.
The character pel and corresponding pel location information that personnel are selected from attached drawing region to be selected are added to the first data
It concentrates.Specifically, can be leaked to attached drawing region to be selected after highlighting the attached drawing region to be selected except character pel
Inspection, it is artificial to choose the character including character to be translated when there is the character pel not extracted by step S112 in attached drawing
Pel, the character pel and corresponding pel location information that machine selectes personnel from attached drawing region to be selected are added to the first data
It concentrates.
Optionally, this method further includes checking the character to be translated identified, is specifically included:
Based on the character pel and character to be translated in the second data set, visualized list is generated in new window, it can
It include pel column and editable identification information column depending on changing list, character pel is shown on pel column, and correspondence is shown on identification information column
In the character to be translated of character pel.
Based on to the edited visualized list in identification information column and the second data set, third data set is generated, wherein
Third data set includes the corresponding relationship of character to be translated, character pel and pel location information.Further, third data set
The sample data that can be used as neural network algorithm is used for training picture recognition neural network model, and by trained model
Determine that the character pel comprising character to be translated and step S113 carry out the character pel in the first data set in step S111
Character recognition, to improve the accuracy of machine recognition.
Specifically, determining the position of each character pel in the accompanying drawings based on the pel location information in the second data set.It presses
According to the sequence of positions of the character pel of setting, for example, in picture, from top to bottom and from left to right in pel column and identification information
The character pel and corresponding character to be translated in the second data set are sequentially listed in column.Fig. 5 is a kind of in the embodiment of the present invention
The schematic diagram of visualized list, as shown in Figure 5, wherein show the character pel comprising character to be translated, identification information in pel column
The character to be translated corresponding to character pel is shown on column, the identification information column be editable format, discovery identify wait turn over
Translate character in character and character pel it is inconsistent when, human-edited can be carried out to character to be translated.
Optionally, visualized list further includes confirmation column, which can confirm identification information by the modes such as choosing
The character to be translated identified in column is errorless.In addition, visualized list also may include serial number column, to each character pel and corresponding
Character to be translated is numbered.
Optionally, visualized list further includes the recommendation information column that can be breathed out, and recommendation information column is shown and character to be translated
The recommendation character to match recommends character to obtain by text to be translated, specifically, the recommendation character be based on identify to
Character is translated, retrieval character similar with the character height to be translated obtains in text to be translated.Similarity mode can be with
Using the common method of industry, bilingual intertranslation quality evaluation aided algorithm (Bilingual Evaluation can also be used
Understudy, BLEU), multiple recommendation characters are sorted from high to low by scoring, and show in recommendation information column score compared with
High preceding several recommendation word symbols.Fig. 6 is the schematic diagram after the recommendation information column of character 3 to be translated in Fig. 5 is breathed out, such as Fig. 5 institute
Show, recommendation information column is usually hidden state, when in the character and identification information column that personnel have found in pel column in character pel
Character to be translated it is inconsistent when, can be by clicking identification letter as shown in fig. 6, character pel 3 and character to be translated 3 are inconsistent
The exhalation mark exhalation recommendation information column of the lower right Xi Lan, choose in recommendation information column with the character in character pel is consistent pushes away
Character is recommended, machine is based on generating third data set to the edited visualized list in identification information column and the second data set.
Optionally, in an alternative embodiment of the invention, to the character to be translated identified carry out verification can also be used it is following
Method:
Based on the character pel and corresponding pel location information in the second data set, in a manner of not blocking character pel
White space near character pel generates editable text box, wherein is shown in text box corresponding to character pel
Character to be translated.
Personnel can check the character in character pel and text box, if it exists character-recognition errors to be translated,
It can be modified in text box, machine is based on text box and the second data set after editor, third data set is generated,
In, third data set includes the corresponding relationship of character to be translated, character pel and pel location information.
Optionally, character pel is replaced with into the translation pel comprising translation character, comprising:
Based on character pel in third data set and corresponding pel location information, character pel is carried on the back in the accompanying drawings
Scenery filling is shown translation character in word with default size and font according to the corresponding relationship of translation character and attached drawing parameter
It accords in pel.
In an alternative embodiment of the invention, third data set, the pixel of the character to be translated in location character pel are based on
Point forms the character pel of background colour and white with background colour or white filling black pixel point, and then by third data set
In translation character the appropriate location of the pel is set with preset size and font.
In addition, succinct and beautiful for attached drawing, the text in attached drawing is frequently present of the situation of omission, simplification, such as saves
Slightly preposition, attribute etc., and then cause to retrieve in text to be translated less than the character completely the same with character to be translated, but close
The noun of key, such as technical term will not omit.Optionally, for the situation, in the embodiment of the present invention, when in text to be translated
When middle retrieval is less than character identical with character to be translated, the technical term in character to be translated, base are extracted using segmentation methods
Cypher text, which is treated, in technical term carries out retrieval matching, if retrieval is matched to identical technical term in text to be translated,
Character corresponding with technical term in text to be translated and character to be translated are then established into association, in subsequent translation, guaranteed
Translation consistency of the technical term in text and attached drawing.
The embodiment of the invention also provides a kind of attached drawing translating equipment, Fig. 7 is a kind of attached drawing provided in an embodiment of the present invention
The structural schematic diagram of translating equipment, as shown in fig. 7, the attached drawing translating equipment includes:
First relationship establishes unit 100, for establishing the corresponding relationship of attached drawing parameter Yu character to be translated, wherein attached drawing
Parameter includes pel location information of character pel and character pel of the character to be translated in respective figure in respective figure,
Character to be translated is the character that the needs identified from attached drawing are translated.Specifically, character to be translated is word, word in attached drawing
Group, a line or multline text do not include the appended drawing reference in attached drawing, such as single character and number.Character pel is in attached drawing
Pel comprising character to be translated, the size of character pel can carry out adaptive according to the size of character to be translated, and shape can be with
It is right angle quadrangle, corresponding appended drawing reference is included in the right angle quadrangle.Pel location information refers to character pel attached
Specific location in figure illustratively can be based on attached drawing, establish two-dimensional coordinate system, in the coordinate system according to character pel
Coordinate information, determine the pel location information of the character pel.It should be noted that the appended drawing reference pel of above-mentioned determination
The method of pel location information is a wherein embodiment of the invention, as long as in fact, can be used to determine appended drawing reference figure
The pel location information of member, the present invention is it is not limited here.
Translation unit 200 is translated for treating character identical with character to be translated in cypher text, is corresponded to
Translation character.Specifically, text to be translated is the textual portions of foreign language literature, during treating cypher text translation,
Character retrieval module 201 first in translation unit 200 based on the character to be translated recognized, from text to be translated retrieval with
The identical character of character to be translated, relating module 202 establish corresponding relationship, and translation module 203 treats cypher text full text
It is translated, obtains the corresponding translation character of character to be translated.
Second relationship establishes unit 300, for the corresponding relationship based on attached drawing parameter Yu character to be translated, establishes translation word
The corresponding relationship of symbol and attached drawing parameter.
Character pel is replaced with for the corresponding relationship based on translation character and attached drawing parameter and includes by display unit 400
Translate the translation pel of character.Based on the corresponding relationship of translation character and attached drawing parameter, it is corresponding that translation character can be found
The character pel of character to be translated and the location information of the pel, and then the character pel in attached drawing is replaced with comprising translation word
The translation pel of symbol.Since translation character is to turn over from character corresponding with character to be translated in cypher text in this way, ensure that
The content consistency of attached drawing after translation sheet and translation, promotes reading experience.
The embodiment of the present invention establishes the corresponding relationship that unit establishes attached drawing parameter Yu character to be translated by the first relationship, turns over
It translates unit and treats character identical with character to be translated in cypher text and translated, obtain corresponding translation character, second closes
System establishes corresponding relationship of the unit based on attached drawing parameter Yu character to be translated, establishes translation character pass corresponding with attached drawing parameter
Character pel is replaced with translating comprising translation character by system, corresponding relationship of the display unit based on translation character and attached drawing parameter
Texts and pictures member, improves attached drawing translation efficiency, saves human cost, meets high-volume translation brief, while guaranteeing text and attached drawing
The consistency of translation improves reading experience.
Fig. 8 is the structural schematic diagram that the first relationship establishes unit in the embodiment of the present invention, as shown in figure 8, optionally, first
It includes character pel determining module 101, attached drawing parameter extraction unit 102, the first dataset generation module that relationship, which establishes unit 100,
103, character recognition module 104 and the second dataset generation module 105.Wherein, character pel determining module 101 is for determining packet
Character pel containing character to be translated, specifically, it is based on ORB (Oriented FAST and Rotated BRIEF) algorithm, with
The language character of document to be translated is characterized, and positions all word contents occurred in attached drawing, sets the default of single intercharacter
The continuation character for meeting the default spacing is considered as character to be translated by spacing, and interception is made comprising the rectangular element of character to be translated
For character pel.Further, if there are multirow characters to be translated in attached drawing, with behavior unit, each character pel is nonoverlapping
Mode intercepts corresponding character pel.It should be noted that all word contents occurred in above-mentioned attached drawing are positioned, it can also
To use other algorithms, if can be translated content of the Primary Location into picture, the present invention is not particularly limited.It is attached
Graph parameter extraction unit 102 is after character pel determining module 101 determines the character pel comprising character to be translated, by character
Pel and corresponding pel location information extract, and the first dataset generation module 103 is based on attached drawing parameter extraction unit 102
The character pel of extraction and corresponding pel location information establish the first data set, and the first data set includes character pel and pel
The corresponding relationship of location information.Character recognition module 104 identifies character to be translated using neural network algorithm from character pel,
Specifically, convolutional neural networks (Convolutional Neural Networks, CNN), depth residual error network can be used
(Deep Residual Learning, DRN), visual geometric group (Visual Geometry Group, VGG), deep learning knot
Structure (GoogLeNet).Second dataset generation module 105 is based on identifying based on the first data set and character recognition module 104
Character to be translated, generate the second data set.Wherein, the second data set include the character to be translated identified, character pel and
The corresponding relationship of pel location information.
Optionally, it further includes character pel verification module 106 that the first relationship, which establishes unit 100, in the number of generation first
After collection, the character pel of the first data set is checked.Specifically, character pel verification module 106 is based on the first number
According to collection, sends and instruct to display unit 400, which includes character pel and corresponding pel location information, display unit 400
Character pel is differently shown in the accompanying drawings.Specifically, pel location information of the display unit 400 according to character pel,
Character pel is differently shown in the accompanying drawings, for example, edge is highlighted, to be different from the other parts of attached drawing.It is inciting somebody to action
After character pel is differently shown in the accompanying drawings, the character pel of the first data set is checked in the accompanying drawings, the core
It can be by manually performing, when the word to be translated for occurring including comprising non-character to be translated, character pel in character pel to process
Imperfect or character pel is accorded with not comprising when character to be translated, manually the pel position in attached drawing can be adjusted
Or delete, attached drawing parameter extraction unit 102 operates the adjustment of character pel position based on personnel, extracts word adjusted again
Pel and corresponding pel location information are accorded with, the first dataset generation module 103 updates the character that adjustment is needed in the first data set
Pel and corresponding pel location information.
Optionally, it further includes character pel missing inspection module 107 that the first relationship, which establishes unit 100, in the number of generation first
After collection, missing inspection is carried out to the region other than character pel in attached drawing.Specifically, character pel missing inspection module 107 is based on the
One data set sends to display unit 400 and instructs, which includes character pel and corresponding pel location information, and display is single
First 400 dark show or hides show the character pel in the first data set, to highlight the attached drawing to be selected except character pel
Region.Personnel carry out missing inspection to attached drawing region to be selected, artificial to choose when there is the character pel not being extracted in attached drawing
Character pel including character to be translated, attached drawing parameter extraction unit 102 extract the character pel and corresponding figure manually chosen
First location information, the first dataset generation module 103 by missing inspection to character pel and corresponding pel location information be added to
In first data set.
Optionally, it further includes character verification module 108 and third data set generation to be translated that the first relationship, which establishes unit 100,
Module 109.Wherein, character verification module 108 to be translated is used for after generating the second data set, to the word to be translated identified
Symbol is checked.Specifically, character verification module 108 to be translated is based on the character pel and word to be translated in the second data set
Symbol generates list, which includes pel column and identification information column, and character pel is shown on pel column, and identification information column is shown pair
It should be in the character to be translated of character pel.The visualization display in new window by the list of display unit 400 forms visualization
List, as shown in figure 5, the identification information column of the visualized list is editable format, in the character to be translated that discovery identifies
When inconsistent with character in character pel, human-edited can be carried out to character to be translated.109 base of third dataset generation module
In to the edited visualized list in identification information column and the second data set, third data set is generated.Further, third number
It can be used as the sample data of neural network algorithm according to collection, for training picture recognition neural network model, and by trained mould
Type determines the character pel comprising character to be translated and character recognition module 104 to first for character pel determining module 101
Character pel in data set carries out character recognition, to improve the accuracy of machine recognition.
Optionally, visualized list further includes confirmation column, which can confirm identification information by the modes such as choosing
The character to be translated identified in column is errorless.In addition, visualized list also may include serial number column, to each character pel and corresponding
Character to be translated is numbered.
Optionally, visualized list further includes the recommendation information column that can be breathed out, and recommendation information column is shown and character to be translated
The recommendation character to match recommends character to obtain by text to be translated, specifically, the recommendation character be based on identify to
Character is translated, retrieval character similar with the character height to be translated obtains in text to be translated.Similarity mode can be with
Using the common method of industry, bilingual intertranslation quality evaluation aided algorithm (Bilingual Evaluation can also be used
Understudy, BLEU), multiple recommendation characters are sorted from high to low by scoring, and show in recommendation information column score compared with
High preceding several recommendation word symbols.As shown in fig. 6, recommendation information column is usually hidden state, when personnel have found character in pel column
It, can be by clicking hiding near identification information column when the character to be translated in character and identification information column in pel is inconsistent
Column exhalation, choose recommendation information column in the consistent recommendation character of character in character pel, third dataset generation module 109
Based on to the edited visualized list in identification information column and the second data set, third data set is generated.
Optionally, character verification module 108 to be translated can also be based on the second data set, refer to the transmission of display unit 400
It enables, display unit 400 can be compiled according to white space generation of the instruction in a manner of not blocking character pel near character pel
The text box collected, wherein the character to be translated corresponding to character pel is shown in text box.Personnel can to character pel and
Character in text box is checked, if it exists character-recognition errors to be translated, can be modified in text box, third number
It is based on text box and the second data set after editing according to collection generation module 109, generates third data set, wherein third data set
Corresponding relationship including character to be translated, character pel and pel location information.
Optionally, with reference to Fig. 7, display unit 400 includes character glyph filling module 401 and translation character display module
402, wherein character glyph filling module 401 is used for based on character pel and corresponding pel location information in third data set,
Background colour filling is carried out to character pel in the accompanying drawings, translation character display module 402 is according to translation character and attached drawing parameter
Corresponding relationship shows translation character in character pel with default size and font.
In an alternative embodiment of the invention, character glyph filling module 401 is based on third data set, in location character pel
Character to be translated pixel, with background colour or white filling black pixel point and formed background colour and white character figure
The translation character in third data set is arranged with preset size and font at this for member, translation character display module 402
The appropriate location of pel.
In addition, succinct and beautiful for attached drawing, the text in attached drawing is frequently present of the situation of omission, simplification, such as saves
Slightly preposition, attribute etc., and then cause to retrieve in text to be translated less than the character completely the same with character to be translated, but close
The noun of key, such as technical term will not omit.Optionally, for the situation, in the embodiment of the present invention, the first relationship is established single
Member 100 further includes technical term extraction module 110, when character retrieval module 201 retrieved in text to be translated less than with wait turn over
When translating the identical character of character, technical term extraction module 110 extracts the technical term in character to be translated using segmentation methods,
Character retrieval module 201 treats cypher text based on technical term and carries out retrieval matching, if retrieving matching in text to be translated
To identical technical term, then relating module 202 is by character corresponding with technical term in text to be translated and character to be translated
Association is established, in subsequent translation, guarantees translation consistency of the technical term in text and attached drawing.
The embodiment of the invention also provides a kind of computer readable storage mediums, are stored thereon with computer program, the journey
The attached drawing interpretation method as described in the above embodiment of the present invention is any is realized when sequence is executed by processor.
Certainly, a kind of computer readable storage medium provided by the embodiment of the present invention, computer executable instructions are not
It is limited to method operation as described above, can also be performed in attached drawing interpretation method provided by the above-mentioned any embodiment of the present invention
Relevant operation.
By the description above with respect to embodiment, it is apparent to those skilled in the art that, the present invention
It can be realized by software and required common hardware, naturally it is also possible to which by hardware realization, but in many cases, the former is more
Good embodiment.Based on this understanding, technical solution of the present invention substantially in other words contributes to the prior art
Part can be embodied in the form of software products, which can store in computer readable storage medium
In, floppy disk, read-only memory (Read-Only Memory, ROM), random access memory (Random such as computer
Access Memory, RAM), flash memory (FLASH), hard disk or CD etc., including some instructions are with so that a computer is set
Standby (can be personal computer, server or the network equipment etc.) executes method described in each embodiment of the present invention.
It is worth noting that, included each unit and module are only pressed in the embodiment of above-mentioned attached drawing translating equipment
It is divided, but is not limited to the above division according to function logic, as long as corresponding functions can be realized；In addition,
The specific name of each functional unit is also only for convenience of distinguishing each other, the protection scope being not intended to restrict the invention.
Note that the above is only a better embodiment of the present invention and the applied technical principle.It will be appreciated by those skilled in the art that
The invention is not limited to the specific embodiments described herein, be able to carry out for a person skilled in the art it is various it is apparent variation,
It readjusts and substitutes without departing from protection scope of the present invention.Therefore, although being carried out by above embodiments to the present invention
It is described in further detail, but the present invention is not limited to the above embodiments only, without departing from the inventive concept, also
It may include more other equivalent embodiments, and the scope of the invention is determined by the scope of the appended claims.
Claims (15)
1. a kind of attached drawing interpretation method characterized by comprising
Establish the corresponding relationship of attached drawing parameter Yu character to be translated, wherein the attached drawing parameter includes character to be translated in correspondence
The pel location information of character pel and the character pel in respective figure in attached drawing, the character to be translated is from institute
State the character that the needs identified in attached drawing are translated；
It treats character identical with the character to be translated in cypher text to be translated, obtains corresponding translation character；
Corresponding relationship based on attached drawing parameter Yu character to be translated establishes translation character pass corresponding with the attached drawing parameter
System；
Based on the corresponding relationship of the translation character and the attached drawing parameter, the character pel is replaced with comprising the translation
The translation pel of character.
2. attached drawing interpretation method according to claim 1, which is characterized in that described to establish attached drawing parameter and character to be translated
Corresponding relationship, comprising:
Determine the character pel comprising character to be translated；
It extracts the character pel and the pel location information, generates the first data set, wherein first data set includes
The corresponding relationship of the character pel and the pel location information；
Character recognition is carried out to the character pel in first data set, identifies character to be translated；
Based on first data set and the character to be translated identified, the second data set is generated, wherein second data set
Corresponding relationship including character to be translated, character pel and pel location information.
3. attached drawing interpretation method according to claim 2, which is characterized in that after the first data set of the generation, also
Include:
Based on first data set, the character pel is differently shown in the accompanying drawings；
The adjustment of character pel position is operated based on personnel, updates the character pel for needing adjustment in first data set
And corresponding pel location information.
4. attached drawing interpretation method according to claim 3, which is characterized in that further include:
Highlight the attached drawing region to be selected except the character pel；
The character pel and corresponding pel location information that personnel are selected from the attached drawing region to be selected are added to described first
In data set.
5. attached drawing interpretation method according to claim 4, which is characterized in that further include:
Based on second data set, visualized list is generated, wherein the visualized list includes pel column and editable
Character pel is shown on identification information column, the pel column, and the identification information column is shown corresponding to the character pel wait turn over
Translate character；
Based on to the edited visualized list in the identification information column and second data set, third data set is generated,
Wherein, the third data set includes the corresponding relationship of character to be translated, character pel and pel location information.
6. attached drawing interpretation method according to claim 5, which is characterized in that it is described to be based on second data set, it generates
Visualized list, comprising:
Based on the character pel and character to be translated in second data set, the pel column and the identification information are generated
Column；
Based on the pel location information in second data set, the position of each character pel in the accompanying drawings is determined；
According to the sequence of positions of the character pel of setting, listed on the pel column and identification information column sequence described
Character pel and the character to be translated.
7. attached drawing interpretation method according to claim 5, which is characterized in that the visualized list further includes confirmation column,
To confirm whether the character to be translated in the identification information column is correct.
8. attached drawing interpretation method according to claim 5, which is characterized in that the visualized list further includes that can breathe out
The recommendation character to match with the character to be translated is shown on recommendation information column, the recommendation information column, and the recommendation character is logical
The text to be translated is crossed to obtain.
9. attached drawing interpretation method according to claim 4, which is characterized in that further include:
Based on second data set, editable is generated near the character pel in a manner of not blocking the character pel
Text box, wherein the character to be translated corresponding to the character pel is shown in the text box；
Based on text box described after editor and second data set, third data set is generated, wherein the third data set
Corresponding relationship including character to be translated, character pel and pel location information.
10. attached drawing interpretation method according to claim 2, which is characterized in that the determination includes the word of character to be translated
Accord with pel, comprising:
Based on all word contents occurred in ORB algorithm positioning attached drawing；
The continuation character of default spacing is considered as character to be translated；
Rectangular element of the interception comprising the character to be translated is as character pel.
11. attached drawing interpretation method according to claim 2, which is characterized in that the attached drawing is the specification of patent document
Attached drawing, the attached drawing interpretation method further include:
Extract the appended drawing reference in specification to be translated；
Characterized by the character of the appended drawing reference, determining that exclusion is comprising described when including the character pel of character to be translated
The character pel of the character of appended drawing reference.
12. attached drawing interpretation method according to claim 1, which is characterized in that described that the character pel is replaced with packet
Translation pel containing the translation character, comprising:
Background colour filling is carried out to the character pel；
The translation character is shown in the character pel with default size and font.
13. attached drawing interpretation method according to claim 1, which is characterized in that further include:
When retrieval is less than character identical with the character to be translated in the text to be translated, institute is extracted using segmentation methods
State the technical term in character to be translated；
Retrieval matching is carried out to the text to be translated based on the technical term；
If retrieval is matched to identical technical term in the text to be translated, will in the text to be translated with it is described special
The corresponding character of industry term is associated with the character foundation to be translated.
14. a kind of attached drawing translating equipment characterized by comprising
First relationship establishes unit, for establishing the corresponding relationship of attached drawing parameter Yu character to be translated, wherein the attached drawing parameter
The pel location information of character pel and the character pel in respective figure including character to be translated in respective figure,
The character to be translated is the character that the needs identified from the attached drawing are translated；
Translation unit is translated for treating character identical with the character to be translated in cypher text, is obtained corresponding
Translate character；
Second relationship establishes unit, for the corresponding relationship based on attached drawing parameter Yu character to be translated, establishes the translation character
With the corresponding relationship of the attached drawing parameter；
Display unit replaces the character pel for the corresponding relationship based on the translation character and the attached drawing parameter
For the translation pel comprising the translation character.
15. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is by processor
The attached drawing interpretation method as described in any in claim 1-13 is realized when execution.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811564424.5A CN109657619A (en) | 2018-12-20 | 2018-12-20 | A kind of attached drawing interpretation method, device and storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811564424.5A CN109657619A (en) | 2018-12-20 | 2018-12-20 | A kind of attached drawing interpretation method, device and storage medium |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN109657619A true CN109657619A (en) | 2019-04-19 |
Family
ID=66115419
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201811564424.5A Pending CN109657619A (en) | 2018-12-20 | 2018-12-20 | A kind of attached drawing interpretation method, device and storage medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN109657619A (en) |
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110389807A (en) * | 2019-07-23 | 2019-10-29 | 北京字节跳动网络技术有限公司 | A kind of interface interpretation method, device, electronic equipment and storage medium |
| CN112085090A (en) * | 2020-09-07 | 2020-12-15 | 百度在线网络技术（北京）有限公司 | Translation method and device and electronic equipment |
| WO2021056782A1 (en) * | 2019-09-25 | 2021-04-01 | 深圳传音控股股份有限公司 | Image identification and translation method and apparatus, and terminal and medium |
| CN114237468A (en) * | 2021-12-08 | 2022-03-25 | 文思海辉智科科技有限公司 | Translation method and device for text and picture, electronic equipment and readable storage medium |
Citations (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2007035056A (en) * | 2006-08-29 | 2007-02-08 | Ebook Initiative Japan Co Ltd | Translation information generating apparatus and method, and computer program |
| CN103294665A (en) * | 2012-02-22 | 2013-09-11 | 汉王科技股份有限公司 | Text translation method for electronic reader and electronic reader |
| CN104517107A (en) * | 2014-12-22 | 2015-04-15 | 央视国际网络无锡有限公司 | Method for translating image words in real time on basis of wearable equipment |
| CN107609553A (en) * | 2017-09-12 | 2018-01-19 | 网易有道信息技术（北京）有限公司 | image processing method, medium, device and computing device |
| CN108182184A (en) * | 2017-12-27 | 2018-06-19 | 北京百度网讯科技有限公司 | Picture character interpretation method, application and computer equipment |
| CN108182183A (en) * | 2017-12-27 | 2018-06-19 | 北京百度网讯科技有限公司 | Picture character interpretation method, application and computer equipment |
| WO2018174603A1 (en) * | 2017-03-22 | 2018-09-27 | (주)광개토연구소 | Method and device for displaying explanation of reference numeral in patent drawing image using artificial intelligence technology based machine learning |
-
2018
- 2018-12-20 CN CN201811564424.5A patent/CN109657619A/en active Pending
Patent Citations (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2007035056A (en) * | 2006-08-29 | 2007-02-08 | Ebook Initiative Japan Co Ltd | Translation information generating apparatus and method, and computer program |
| CN103294665A (en) * | 2012-02-22 | 2013-09-11 | 汉王科技股份有限公司 | Text translation method for electronic reader and electronic reader |
| CN104517107A (en) * | 2014-12-22 | 2015-04-15 | 央视国际网络无锡有限公司 | Method for translating image words in real time on basis of wearable equipment |
| WO2018174603A1 (en) * | 2017-03-22 | 2018-09-27 | (주)광개토연구소 | Method and device for displaying explanation of reference numeral in patent drawing image using artificial intelligence technology based machine learning |
| CN107609553A (en) * | 2017-09-12 | 2018-01-19 | 网易有道信息技术（北京）有限公司 | image processing method, medium, device and computing device |
| CN108182184A (en) * | 2017-12-27 | 2018-06-19 | 北京百度网讯科技有限公司 | Picture character interpretation method, application and computer equipment |
| CN108182183A (en) * | 2017-12-27 | 2018-06-19 | 北京百度网讯科技有限公司 | Picture character interpretation method, application and computer equipment |
Cited By (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110389807A (en) * | 2019-07-23 | 2019-10-29 | 北京字节跳动网络技术有限公司 | A kind of interface interpretation method, device, electronic equipment and storage medium |
| CN110389807B (en) * | 2019-07-23 | 2022-10-25 | 北京字节跳动网络技术有限公司 | Interface translation method and device, electronic equipment and storage medium |
| WO2021056782A1 (en) * | 2019-09-25 | 2021-04-01 | 深圳传音控股股份有限公司 | Image identification and translation method and apparatus, and terminal and medium |
| CN112085090A (en) * | 2020-09-07 | 2020-12-15 | 百度在线网络技术（北京）有限公司 | Translation method and device and electronic equipment |
| CN114237468A (en) * | 2021-12-08 | 2022-03-25 | 文思海辉智科科技有限公司 | Translation method and device for text and picture, electronic equipment and readable storage medium |
| CN114237468B (en) * | 2021-12-08 | 2024-01-16 | 文思海辉智科科技有限公司 | Text and picture translation method and device, electronic equipment and readable storage medium |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN109657619A (en) | A kind of attached drawing interpretation method, device and storage medium | |
| US10699111B2 (en) | Page segmentation of vector graphics documents | |
| US8014604B2 (en) | OCR of books by word recognition | |
| JP3822277B2 (en) | Character template set learning machine operation method | |
| CN107480144B (en) | Method and device for generating image natural language description with cross-language learning capability | |
| US6252988B1 (en) | Method and apparatus for character recognition using stop words | |
| CN111597908A (en) | Test paper correcting method and test paper correcting device | |
| US8331680B2 (en) | Method of gray-level optical segmentation and isolation using incremental connected components | |
| CN110114776A (en) | Use the system and method for the character recognition of full convolutional neural networks | |
| CN113408535B (en) | OCR error correction method based on Chinese character level features and language model | |
| CN110287484B (en) | Chinese text description face image generation method based on face features | |
| Pacha et al. | Towards self-learning optical music recognition | |
| CN113177435A (en) | Test paper analysis method and device, storage medium and electronic equipment | |
| AU2006223761B2 (en) | Method and system for adaptive recognition of distorted text in computer images | |
| CN113065396A (en) | Automatic filing processing system and method for scanned archive image based on deep learning | |
| CN104951749A (en) | Image content recognition device and image content recognition method | |
| CN107194337A (en) | A kind of intelligence of non-selection topic reads and makes comments method | |
| CN112949649B (en) | Text image identification method and device and computing equipment | |
| CN109147002B (en) | Image processing method and device | |
| CN109508712A (en) | A kind of Chinese written language recognition methods based on image | |
| CN112836528B (en) | Machine post-translation editing method and system | |
| Nederhof et al. | OCR of handwritten transcriptions of Ancient Egyptian hieroglyphic text | |
| CN114332898A (en) | Automatic correcting method and device for connection test questions and storage medium | |
| CN115543915A (en) | Automatic database building method and system for personnel file directory | |
| CN111310457B (en) | Word mismatching recognition method and device, electronic equipment and storage medium |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20190419 |
|
| RJ01 | Rejection of invention patent application after publication |