A Connected Components Based Layout Analysis Approach for Educational Documents

Ruiying Liu, Shenbao Yu, Fan Yang, Yinghui Pan, Yifeng Zeng*

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)
117 Downloads (Pure)

Abstract

Layout analysis, which aims to detect and categorize areas of interest on document images, is an increasingly important part in document image processing. Existing researches have conducted layout analysis on various documents, but none has been proposed for documents yielded from teaching, i.e. exam papers and workbooks, which are worth studying. In this paper, we propose a novel layout analysis system to achieve two tasks for workbook pages and exam papers respectively. On one hand, we segment text and non-text areas of workbook pages. On the other hand, we extract regions of interest on exam papers. Our system is based on connected component (CC) analysis, specifically, it extracts geometric features and spatial information of CCs to recognize page elements. We carried out experiments on images collected from real-world scenarios, and promising results confirmed the applicability and effectiveness of our system.
Original languageEnglish
Title of host publicationICCSE 2021
Subtitle of host publicationIEEE: The 16th International Conference on Computer Science and Education
Place of PublicationPiscataway
PublisherIEEE
Pages875-880
Number of pages6
ISBN (Electronic)9781665414685, 9781665414678
ISBN (Print)9781665447546
DOIs
Publication statusPublished - 17 Aug 2021
EventICCSE 2021: The 16th International Conference on Computer Science and Education - Lancaster University, Lancaster, United Kingdom
Duration: 17 Aug 202121 Aug 2021
http://www.ieee-iccse.org/?_v=1625228873586

Publication series

NameProceedings of the International Conference on Computer Science & Education (ICCSE)
PublisherIEEE
ISSN (Print)2471-6146
ISSN (Electronic)2473-9464

Conference

ConferenceICCSE 2021
Country/TerritoryUnited Kingdom
CityLancaster
Period17/08/2121/08/21
Internet address

Keywords

  • Layout Analysis
  • Connected Component Analysis
  • Digital Image Processing

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