CN110942054A - Page content identification method - Google Patents

Page content identification method Download PDF

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Publication number
CN110942054A
CN110942054A CN201911396610.7A CN201911396610A CN110942054A CN 110942054 A CN110942054 A CN 110942054A CN 201911396610 A CN201911396610 A CN 201911396610A CN 110942054 A CN110942054 A CN 110942054A
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page
area
content
identifying
covers
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CN201911396610.7A
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CN110942054B (en
Inventor
刘德建
关胤
方振华
陈书杨
柳诗涵
邱佳梁
苏慧嘉
吴晓烽
姚庆源
朱嘉诚
洪坚
郭玉湖
陈宏�
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Fujian TQ Digital Co Ltd
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Fujian TQ Digital Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/40Document-oriented image-based pattern recognition
    • G06V30/41Analysis of document content
    • G06V30/414Extracting the geometrical structure, e.g. layout tree; Block segmentation, e.g. bounding boxes for graphics or text
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/22Image preprocessing by selection of a specific region containing or referencing a pattern; Locating or processing of specific regions to guide the detection or recognition
    • G06V10/225Image preprocessing by selection of a specific region containing or referencing a pattern; Locating or processing of specific regions to guide the detection or recognition based on a marking or identifier characterising the area
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/40Document-oriented image-based pattern recognition
    • G06V30/41Analysis of document content
    • G06V30/416Extracting the logical structure, e.g. chapters, sections or page numbers; Identifying elements of the document, e.g. authors
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Engineering & Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Computer Graphics (AREA)
  • Geometry (AREA)
  • Electrically Operated Instructional Devices (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

A page content identification method comprises the following steps; the method comprises the following steps of (1) respectively arranging a question area and an answer area on test paper, arranging page number information on the test paper, and arranging an area mark on the answer area; acquiring image information of a plurality of pieces of test paper stacked, identifying the image information, and identifying the placing relation of the test paper through the image information. The scheme can solve the problem of identifying whether the placing relation of the test paper meets the requirements or not. If the placing relation is correct, the answer contents of a plurality of test paper sheets can be obtained and transmitted through one-time image. The effects of saving time and saving data transmission bandwidth are achieved.

Description

Page content identification method
Technical Field
The invention relates to the field of online teaching, in particular to an image-based answering content identification optimization technology.
Background
The existing answer sheet is a carrier for inputting information by an optical mark reader, and is a general name of various information recording forms matched with the optical mark reader. The information card converts the information needed by the user into selectable options for the user to write. And the OMR equipment restores the information according to the coating and non-coating of the information points and the setting of the format file.
The information card is designed in a format required by the design specifications of the cursor reader based on information input to the computer.
In practical application, the special answer sheet is identified, so that the user needs to switch the filling-in back and forth on the test paper and the answer sheet when making a question, which easily causes the situation of filling-in error and is not beneficial to identifying and correcting.
Disclosure of Invention
Therefore, a new page content identification method needs to be provided, so that the problem that the page content identification in the prior art is not convenient enough is solved.
In order to achieve the above object, the inventor provides a page content identification method, comprising the following steps; acquiring image information of a plurality of staggered and stacked pages, wherein the image information comprises all or part of the uppermost page and a non-coverage area of the lower page which is not covered by the upper page;
and identifying the content of the non-covered page and the residual content of the non-covered area of the covered page which are overlapped in a staggered mode according to the image information.
Further, the staggered stacked pages include,
the upper page covers the left area of the lower page;
or the upper page covers the right area of the lower page;
or the upper page covers the upper side area of the lower page;
or the upper page covers the lower side area of the lower page;
or the upper page covers the upper left side area of the lower page;
or the upper page covers the upper right side area of the lower page;
or the upper page covers the lower left side area of the lower page;
or the upper page covers the lower right area of the lower page.
Specifically, the unoccluded page content or the residual content includes a region mark therein.
Specifically, the method further comprises the step of identifying at least two area marks of the unoccluded page content or the residual content and correcting the distortion of the photographed image.
Specifically, the area marks are mark pairs, and when at least one mark is identified and at least one mark is not identified, the page is judged not to be placed according to the specified requirement.
Specifically, a certain desired area mark is not recognized in the video, and it is determined that the desired page is absent.
Specifically, the non-covered area further includes page number information, and the method further includes the step of judging whether the multiple stacked test papers are out of order by identifying the page number information.
Further, the method comprises a step of sending a prompt signal when the page is judged not to be placed according to the specified requirement or the expected page is absent or the expected page is out of order.
Specifically, the page includes an answer area arranged on the right side.
In particular, the area is marked as an AR code.
Different from the prior art, the scheme can identify the uppermost part and the residual part of the staggered and stacked page content. The content of the covered area and the non-covered area is identified as different pages. The technical effect of better image partition is achieved by distinguishing the content of the unoccluded page and the residual content.
Drawings
Fig. 1 is a block diagram of an answer content recognition system according to an embodiment;
FIG. 2 is a schematic view of a test paper layout according to an embodiment;
FIG. 3 is a flowchart of a page content identification method according to an embodiment;
FIG. 4 is a flowchart illustrating a method for identifying page content according to an embodiment;
fig. 5 is a flowchart of an answer sheet generation method according to an embodiment;
fig. 6 is a block diagram of an answer sheet generation system according to an embodiment.
Detailed Description
To explain technical contents, structural features, and objects and effects of the technical solutions in detail, the following detailed description is given with reference to the accompanying drawings in conjunction with the embodiments.
Referring to fig. 1, a page content identification system includes an image capturing unit 100, a processing unit 102, wherein the image capturing unit 100 is configured to obtain image information of a plurality of alternatively stacked pages, and the image information includes all or part of an uppermost page and a non-coverage area where a lower page is not covered by an upper page. The processing unit 102 is configured to identify content of non-covered pages and residual content of non-covered areas of the blocked pages, which are alternately stacked, according to the image information. The overlapping of the pages in our embodiment includes the upper page overlapping the left area of the lower page; or the upper page covers the right area of the lower page; or the upper page covers the upper side area of the lower page; or the upper page covers the lower side area of the lower page; or the upper page covers the upper left side area of the lower page; or the upper page covers the upper right side area of the lower page; or the upper page covers the lower left side area of the lower page; or the upper page covers the lower right area of the lower page. The page overlay results in both un-occluded and occluded portions of the remaining content. The technical effect of dividing the image into different pages can be achieved by recording and distinguishing the images. Specifically, the edge orientation of the page where the content is located can be determined by identifying the content position of the uppermost page, for example, the content on the page can be generally identified as a range of a rectangle, and the parallel extension of the sides of the rectangle to the periphery is generally the edge orientation of the page. Finding the content range touched first in the process of extending the rectangle edge outwards in parallel can be judged as the residual content of the lower page covered by the content range. The specific content association range determination process can be determined according to a connected domain algorithm in the image recognition field. By the content identification system, the effect of identifying the content of different pages among a plurality of staggered pages is achieved.
The following description is given by taking a page as test paper 104 or answering paper and answering card as examples, wherein the test paper is divided into a question area and an answering area, the test paper is provided with page number information, and the answering area is provided with area marks. Therefore, area markers may be included in either the unoccluded page content or the residual content. Firstly, compared with the scheme of arranging the special answer sheet, the separate arrangement of the question area and the answer area on the test paper can play a role of facilitating answering of the answerer, and meanwhile, wrong answer numbers are avoided. The answer area guides the user to concentrate the answers to a small area, and the shooting unit can shoot and record the answer information conveniently. If the user is guided to stack the test paper after answering the questions, the camera is arranged at the position above the desktop and the like to obtain the stacking sequence of the stacked test paper, the user can stack the test paper according to the prompt to expose the relevant area, if the part of the test paper with the page number information or the area mark is exposed, and under the condition, the processing unit can identify whether the placing relation of the test paper meets the requirement or not. If the placing relationship is correct, the system can perform back-end presentation on the part of the user answering through one-time image acquisition and image transmission, and the back end can be cloud storage or third-end correction presentation. The effects of saving time and saving data transmission bandwidth are achieved.
As an embodiment of the present solution, the page number information may be a number for the test paper, and numbers such as 1, 2, and 3 are printed on the test paper, and preferably designed near the answering area or near the edge of the paper. When the test paper is stacked, the corresponding positions of the test paper are staggered, and whether the test paper is out of order or not can be judged by identifying the page numbers at the specific positions. Fig. 2 shows an embodiment of stacking in a sequential manner, with the basis of the determination being provided by the exposed page number information. In order to avoid the problem that simple numbers are easy to be identified by mistake, the AR codes are used as area marks, and naturally, arrangement modes such as two-dimensional codes and bar codes can be selected. The area marks may be provided in the answering area or near the edge of the paper, and the cross and six mango star positions in the embodiment of fig. 2 indicate examples of the design of the position of the area marks. The AR code records at least a corresponding test paper ID, which plays a role of page number information, the area mark is stored in the storage unit 104, and the storage unit may be set in the cloud or locally. The processing unit 102 is configured to identify the test paper ID to determine whether the multiple stacked test papers are out of order, and if the area marks are set in the answer area at the right edge of the test paper, the correct stacking sequence is from left to right in the spatial position of the area marks exposed from the front test paper to the back test paper, the processing unit is configured to identify whether the page number information corresponding to the area marks appearing in the drawing satisfies the preset sequence from left to right. Through the scheme, the problem that the stacking position relation among a plurality of test paper sheets is judged by setting page number information is solved, and the collection of answer contents is better facilitated.
In other embodiments, the area markers may be set to two or more, and at least two area markers for identifying unoccluded page contents or residual contents correct distortion of the photographed image. The specific correction method can adjust the distortion of the image to be orthographic projection by the positional relationship of two or more area marks, or can correct the distortion of the whole image by recognizing the shape distortion of a single mark.
In other embodiments, the area marks are mark pairs set on a single sheet of test paper, or the area marks are AR codes, for example, that each test paper includes two area marks on the answer area, and each mark corresponds to one ID. The processing unit is configured to identify the mark pair through the image information, and when one mark of the mark pair is not placed, the mark is identified as that the test paper is not placed according to requirements, if the answer area is not completely exposed. In some preferred embodiments, two area marks may be disposed near the subject area, and the line connecting the two area marks is used as a boundary line between the subject area and the subject area or parallel to the boundary line, so that once one of the area marks is not detected by the processing unit, it indicates that the answer paper covered thereon is not arranged properly, which may result in incomplete exposure of the subject area. Through the scheme, the problem that whether the multiple test paper is completely stacked or not is judged by setting the area marks is solved, and the collection of answer contents is better facilitated.
In other embodiments, taking the area label as the AR code as an example, the area label corresponds to one ID, the processing unit is configured to identify the content of the area label through the image information, and identify that a page is missing when the area label corresponding to a certain page of test paper is missing. The area marks can also be set as mark pairs on a single test paper, and when one group of mark pairs is missing, the test paper is judged to be missing. By the scheme, the problem that whether a plurality of test paper are missing or not is judged by setting the area marks is solved, and the collection of answer contents is facilitated better.
In a preferred embodiment, the question answering area is arranged on the right edge of the test paper, and the left and right part of the test paper are respectively arranged in the question area and the question answering area to better accord with the reading habit of a common person. Can promote this technical scheme's practicality through above-mentioned setting.
Further, as shown in fig. 1, the system further includes a prompting unit 106, wherein the prompting unit 106 is used for emitting an acoustic or optical signal, and can be configured as a plurality of prompting elements such as a speaker, a display screen, a flashlight, and the like. The prompting unit 106 is connected to the processing unit 102, and the processing unit may send an enable signal to the prompting unit or directly control the prompting unit. In order to achieve the effects of enhancing practicability and prompting a user, a processing unit is arranged to enable a prompting unit when judging that test paper is not completely exposed out of a question answering area or identifying that the test paper is missing or the test paper is out of order. Use the suggestion unit as the intelligent voice assistant in the system (can transplant prior art) for example, when judging that the relation of putting of examination question paper goes wrong, can report through voice assistant: "have missing pages, please put them in order", "please put the test papers in order in parallel", etc. And a preset animation picture can be played on the display screen at the same time, so that the user can understand how to correctly place the picture. Through above-mentioned scheme, can help the user to correctly use this system, guide the user to cooperate the test paper to carry out the exact and stack, carry out the collection of answer content better, can promote this technical scheme's practicality.
In other embodiments, the processing unit 102 is further configured to divide the content of the answer area in the image information and send the content to the modifying unit 108. Under the condition that the test paper is correctly placed, the extraction of the content of the answer area becomes very convenient, the scheme has great advantage in the extraction of the comprehensive content of a plurality of test papers, the answer area is positioned at the right edge of the test paper, and by combining the arrangement characteristics, only the area mark pair of the uppermost answer area needs to be identified, and the content of the right part of the connecting line of the mark pair can be extracted as the content of the answer area. Meanwhile, the normal response of the client in question making is not influenced. The correction unit can use the prior art, embeds AI of intelligent character recognition in a back-end processor and a cloud server, and can also send the AI to a correction personnel end to receive correction and remark information of the correction personnel and the like. By being connected with the correction end, the technical effects of extracting answer information and correcting can be achieved.
As a preferred embodiment, the above-mentioned page identification system can also be used exclusively for the identification of book contents without additional modifications. Here, even when the image content is recognized, only the recognition algorithm in which the upper page covers the left area of the lower page and the upper page covers the right area of the lower page may be considered. Or the priority of the recognition algorithm of the upper page covering the left area of the lower page and the upper page covering the right area of the lower page is increased. As both types of applications are most common in the field of content recognition of booklets.
Accordingly, in the embodiment shown in fig. 3, we also introduce a page content identification method, comprising the steps of: s300, image information of a plurality of staggered and stacked pages is acquired. The image information comprises all or part of the top page and a non-coverage area of the lower page which is not covered by the upper page;
s302, identifying the content of the non-covered page and the residual content of the non-covered area of the covered page which are overlapped in a staggered mode according to the image information. The effect of identifying the contents belonging to different pages among a plurality of staggered pages is achieved.
In some further embodiments, the unoccluded page content or the residual content includes a region marker. We also proceed to step S304, judging the stacking relationship between the pages by the region mark. Through the steps, the problem of identifying whether the placing relation of the page meets the requirements can be solved. If the placing relationship is correct, the contents of a plurality of pages can be acquired and transmitted through one image. The effects of saving time and saving data transmission bandwidth are achieved. In a specific application example, when the page is an answer sheet, steps S300-S304 may be executed, and the content of the answer area of multiple answer sheets can be transmitted and identified in the result of one-time image acquisition through the steps. The above-described method may be changed to the exercise book content recognition method, and steps S300 to S304 may be performed as well. Here, even when the image content is recognized, only the recognition algorithm in which the upper page covers the left area of the lower page and the upper page covers the right area of the lower page may be considered. Or the priority of the recognition algorithm of the upper page covering the left area of the lower page and the upper page covering the right area of the lower page is increased.
In some specific embodiments, we take the area label as an AR code as an example. The area marks a pair of marks set on the single test paper,
as shown in fig. 4, taking a page as an example of test question paper, the method further includes a step of S3041 identifying the mark pair through the image information, and identifying that the page is not placed according to the requirement when one of the marks of the mark pair is not placed, where the non-placement according to the requirement may be that the answer area is not completely exposed. Step S3042 may also be included, in which the content of the area mark is identified through the image information, and if the area mark corresponding to a certain page of test paper is missing, the page is identified as missing. The area mark may further include page number information, and step S3043 of identifying the page number information by the image information to determine whether the multiple stacked test papers are out of order.
In some specific embodiments, the method further includes a step of sending a prompt signal when the abnormal placement relationship of the test papers is identified in S306. Can help the user to correctly use this system through above-mentioned scheme, guide the user to cooperate the test paper to carry out the exact and stack, carry out the collection of answer content better, can promote this technical scheme's practicality.
Further, the method includes a step of dividing the content of the answer area in the image information and sending the content to the correcting unit in step S308. By being connected with the correction end, the technical effects of extracting answer information and correcting can be achieved.
In order to better identify the content, a page generation method is also carried out, which comprises the following steps that a non-identification area and an identification area are divided on a page, an area mark is printed on the identification area, the non-identification area can be normally printed, the area mark is used for identifying the overlapping relation between the pages after being shot by a camera, and the area mark can be a page number, and can also be a feature code with each page ID information, such as a two-dimensional code, an AR code and the like. Specifically, the area marks are mark pairs, the mark pairs of different pages carry different information, the corresponding relation between the area marks and the related pages is recorded in the storage medium when being generated, and the mark pairs of different pages can also record the sequential relation between the pages and can also be recorded in the storage medium. By comparing the area markings in the storage medium, it can be recognized whether the stacking relationship between the pages is correct as described in the foregoing.
In other embodiments, in order to facilitate answering of test questions and subsequent identification and correction, taking the above-mentioned pages as answer sheets as examples, an answer sheet generation method is correspondingly designed, where please refer to fig. 5, which includes steps of S500 receiving user question selection information, S502 setting a question area and an answer area on each test sheet when a plurality of test sheets need to be printed on a selected test sheet, setting a test question selected by a user in the question area of the test sheet, and setting a corresponding answer reference in the answer area of the test sheet, where the answer reference includes a number represented by a number, a filling-in space of a cross line, a filling-in space of a square or circular shape, and so on. Each test question corresponds to the corresponding answer reference symbol in the horizontal direction; the answer area of each test paper is positioned at the same side of the test paper; the question answering area comprises area marks, wherein the area marks can be two-dimensional codes, bar codes or AR codes with ID information of each test paper. The test paper comprises page number information, and the page number information can be directly printed numbers or can be additionally represented by area marks. Through the steps, the test questions are arranged at the question area positions of the answer paper of different pages according to the test question selection of the user, and the answer areas are uniformly arranged on the left side or the right side, so that the answer data of a whole set of test questions can be correctly obtained only by identifying the area marks of the answer area part when the answer is recorded by a computer. Thereby facilitating the identification of the correction at the back end.
In some other further embodiments, the region is labeled as a label pair, and a line connecting the label pair divides the topic region and the answer region. Through the design, the computer can judge whether the answer area is shielded or not through the mark on the test paper when shooting and recording, so that the requirement of detecting whether the test paper is completely exposed or not is met.
In other embodiments, a page generation system is designed, and includes a page layout unit and a printing unit, where the page layout unit is configured to divide a non-identification area and an identification area on a page, the identification area is provided with an area tag, the printing unit is configured to print the page, and the area tag is used to identify a stacking relationship between the pages after being photographed by a camera. The page generation system also comprises a storage medium, the corresponding relation between the area mark and the related page is recorded in the storage medium when being generated, and the mark pairs of different pages can also record the sequence relation between the pages and can also be recorded in the storage medium. By comparing the area markings in the storage medium, it can be recognized whether the stacking relationship between the pages is correct as described in the foregoing.
In the embodiment shown in fig. 6, taking a page as an answer sheet as an example, the non-recognition area and the recognition area respectively correspond to the question area and the answer area, and the following design is further performed, and an answer sheet generating system includes a question bank unit 600, a test question typesetting unit 602, a printing unit 604,
the question bank unit receives test question selection of a user and sends the selected test question to the test question typesetting unit, the test question typesetting unit is used for setting a question area and a question answering area on each piece of test question paper when the test question needs to be printed into a plurality of pieces of test question paper, the question area of the test question paper is provided with the test question selected by the user, the question answering area of the test question paper is provided with corresponding question answering reference symbols, and each test question corresponds to the corresponding question answering reference symbol in the horizontal direction; the answer area of each test paper is positioned at the same side of the test paper; the printing unit is used for printing the setting result of the test question typesetting unit on the test question paper. The question bank unit can be a database module of the system, and the typesetting unit can be embedded into the system by using the existing typesetting script to realize typesetting on A4 paper, for example. The printing unit may be a printer and the answer reference characters may comprise numbers, transverse lines, squares or rings. By the system, a user can independently select test questions, the test questions are arranged at the question areas of the answer paper of different pages, and the answer areas are uniformly arranged on the left side or the right side, so that the efficiency of the user in answering the test questions is not influenced, and the answers do not need to be copied to special answer paper. Therefore, when the answering is finished and recorded by the computer, the answering data of a whole set of test questions can be correctly obtained only by identifying the area marks of the answering area part. Thereby facilitating the identification of the correction at the back end.
Specifically, the region is marked as a mark pair, and a line of the mark pair divides the topic area and the answer area. Through the design, the computer can judge whether the answer area is shielded or not through the mark on the test paper when shooting and recording, so that the requirement of detecting whether the test paper is completely exposed or not is met.
It should be noted that, although the above embodiments have been described herein, the invention is not limited thereto. Therefore, based on the innovative concepts of the present invention, the technical solutions of the present invention can be directly or indirectly applied to other related technical fields by making changes and modifications to the embodiments described herein, or by using equivalent structures or equivalent processes performed in the content of the present specification and the attached drawings, which are included in the scope of the present invention.

Claims (10)

1. A page content identification method is characterized by comprising the following steps; acquiring image information of a plurality of staggered and stacked pages, wherein the image information comprises all or part of the uppermost page and a non-coverage area of the lower page which is not covered by the upper page;
and identifying the content of the non-covered page and the residual content of the non-covered area of the covered page which are overlapped in a staggered mode according to the image information.
2. The page content identifying method according to claim 1, wherein said interleaving of stacked pages comprises,
the upper page covers the left area of the lower page;
or the upper page covers the right area of the lower page;
or the upper page covers the upper side area of the lower page;
or the upper page covers the lower side area of the lower page;
or the upper page covers the upper left side area of the lower page;
or the upper page covers the upper right side area of the lower page;
or the upper page covers the lower left side area of the lower page;
or the upper page covers the lower right area of the lower page.
3. A page content identification method according to claim 1 characterized in that area markers are included in the unoccluded page content or in the residual content.
4. A page content identification method according to claim 3, characterized by further comprising the step of identifying at least two region markers of the unoccluded page content or the residual content, correcting distortion of the photographed image.
5. The method for identifying page content according to claim 3, wherein the area marks are mark pairs, and when at least one mark is identified and at least one mark is not identified, the page is determined not to be placed according to the specified requirement.
6. The method for identifying page contents according to claim 3, wherein an expected area mark is not identified in the video, and it is determined that the expected page is absent.
7. The method for identifying page contents according to claim 3, wherein said non-covered area further includes page number information, further comprising the step of judging whether the plurality of stacked pages are out of order by identifying the page number information.
8. The method for identifying page contents according to any one of claims 5 to 7, further comprising a step of issuing a prompt signal when it is determined that the page is not laid out as specified or the expected page is absent or out of order.
9. The method for identifying page content according to claim 3, wherein the page includes a question answering area arranged on the right side.
10. The page content identification method according to claim 3, wherein said area is marked as an AR code.
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Cited By (1)

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CN111951133A (en) * 2020-07-31 2020-11-17 北京伴我学教育科技有限公司 Method, device and storage medium for assisting problem solving

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