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Creating Spatiotemporal Rubbing-database for Discovering Potential knowledge

Research Project

Project/Area Number 18K18337
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 90020:Library and information science, humanistic and social informatics-related
Research InstitutionRitsumeikan University

Principal Investigator

meng lin  立命館大学, 理工学部, 准教授 (60615938)

Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords深層学習 / 古代文献整理 / 時空間データベース / 可視化 / 潜在的知識の発見 / 拓本解析 / 拓本時空間データベース / 多書体認識 / 拓本 / 拓本の時空間データベース / 画像処理 / 人工知能
Outline of Final Research Achievements

This project aims to create a spatiotemporal rubbing database and apply keyword search for realizing the keyword visualization. The project may help for discovering potential knowledge such as historical politics, economics, and culture. The contributions are shown as follows.
(1) A deep learning and big-data analysis combined approach has been proposed for realizing the high accuracy rubbing character recognition. The proposed approach also supplementing the shortcomings of deep learning.(2) A spatiotemporal rubbing database has been created, which may help to re-organize the ancient documents.
(3) The visualization of keywords is realized, the results may be displayed the changes of keywords in spatial and temporal. (4) All of the functions are equipped on the server. And the API is realized, can be used freely for all the users.

Academic Significance and Societal Importance of the Research Achievements

研究成果の学術的意義としては、(1) 深層学習の不足を補う技術を提供し、高精度な拓本文字の認識を実現した。(2) 拓本と古代文献解析において、時空間データベースと可視化の機能を提供している。それにより、歴史に関する政治、災害、文化などの研究に対して、研究時間の短縮と効率化などに貢献できる。
社会的な意義は、時空間拓本データベースで検索と可視化を実現したことにより、古代文献の整理と潜在的な知識の抽出に貢献できたと考える。

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (26 results)

All 2020 2019 2018 Other

All Int'l Joint Research (2 results) Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results) Presentation (20 results) (of which Int'l Joint Research: 15 results,  Invited: 3 results) Remarks (2 results)

  • [Int'l Joint Research] N.M.A.M. Insitute of Technology, NITTE(インド)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] 中国安陽師範学院甲骨文処理教育部重点実験室(中国)

    • Related Report
      2019 Research-status Report
  • [Journal Article] A Method of Japanese Ancient Text Recognition by Deep Learning2020

    • Author(s)
      Lehan Chen, Bing Lyu, Hiroyuki Tomiyama and Lin Meng
    • Journal Title

      Procedia Computer Science

      Volume: 174 Pages: 276-279

    • DOI

      10.1016/j.procs.2020.06.084

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ハフ空間での依存マトリクスを用いた主線分抽出による甲骨文字認識2018

    • Author(s)
      孟 林,辻 翼,泉 知論, 落合 淳思,山崎 勝弘
    • Journal Title

      画像電子学会誌

      Volume: 47 Pages: 457-466

    • NAID

      130007947568

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Presentation] Frame Detection and Text Line Segmentation for Early Japanese Books Understanding2020

    • Author(s)
      Bing Lyu, Lin Meng and Hiroyuki Tomiyama
    • Organizer
      In Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Learning based Medicine Packaging Information Recognition for Medication Use in the Elderly2020

    • Author(s)
      Bing Lyu, Zhichen Wang, Lin Meng, Katsuyuki Furumoto and Ami Tanaka
    • Organizer
      International Conference on Identification, Information and Knowledge in the Internet of Things
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Learning Based Ancient Asian Character Recognition2020

    • Author(s)
      Masahiko Atsumi, Syunsuke Kawano, Tomoki Morioka, Lin Meng
    • Organizer
      The 2020 International Conference on Advanced Mechatronic Systems
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Culture Heritage Protection based on Artificial Intelligence2019

    • Author(s)
      Lin Meng
    • Organizer
      第九回全国(中国)文字と計算機学術研討会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] Deep Learning and Lexical Analysis Combined Rubbing Character Recognition2019

    • Author(s)
      Zhiyu Zhang, Zhichen Wang, Hiroyuki Tomiyama, and Lin Meng
    • Organizer
      2019 International Conference on Advanced Mechatronic Systems (ICAMechS 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Method of Japanese Ancient Text Recognition by Deep Learning2019

    • Author(s)
      Lehan Chen, Bing Lyu, Hiroyuki Tomiyama and Lin Meng
    • Organizer
      International Conference on Identification, Information and Knowledge in the Internet of Things (IIKI)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Rubbing Characters Recognition based on Deep Learning and Lexical Analysis2019

    • Author(s)
      Zhiyu Zhang, Yuxi Chen, Hiroyuki Tomiyama and Lin Meng
    • Organizer
      Ninth Annual Conference of Japanese Association for Digital Humanities
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Deep Learning based Japanese Early Books Understanding2019

    • Author(s)
      Bing Lyu, Hiroyuki Tomiyama and Lin Meng
    • Organizer
      Ninth Annual Conference of Japanese Association for Digital Humanities
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Deep Learning based Ancient Literature Recognition and Preservation2019

    • Author(s)
      Lin Meng
    • Organizer
      the SICE Annual Conference International Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Oracle Bone Inscription Detector Based on SSD2019

    • Author(s)
      Lin Meng, Bing Lyu, Zhiyu Zhang, C.V. Aravinda, Naoto Kamitoku, Katsuhiro Yamazaki
    • Organizer
      International Workshop on Pattern Recognition for Cultural Heritage(PatReCH 2019), in conjunction with ICIAP2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Early Japanese Books Text Line Segmentation base on Image Processing and Deep Learning2019

    • Author(s)
      Bing Lyu, Ryo Akama, Hiroyuki Tomiyama, and Lin Meng
    • Organizer
      The 2019 International Conference on Advanced Mechatronic Systems
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Combining Deep Learning and Lexical Analysis method for Rubbing Character Recognition2019

    • Author(s)
      Zhiyu Zhang, Hiroyuki Tomiyama, Lin Meng
    • Organizer
      人文科学とコンピュータシンポジウム
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] ARU-NetとLeNetを用いた日本古典籍の自動解読2019

    • Author(s)
      呂氷, 冨山宏之, 孟林
    • Organizer
      人文科学とコンピュータシンポジウム
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 画像処理と深層学習を用いた古代文献の解読と整理2019

    • Author(s)
      孟 林
    • Organizer
      電気学会、制御研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] 甲骨拓本からの自動文字抽出手法と支援環境2019

    • Author(s)
      渡邉 清威, 孟 林, 泉 知論
    • Organizer
      画像電子学会 第288回研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] Unlocking Potential Knowledge Hidden in Rubbing:Multi-style Character Recognition using Deep Learning and Spatiotemporal Rubbing Database Creation2018

    • Author(s)
      Lin Meng, Masahiro Kishi, Kana Nogami, Michiko Nabeya and Katsuhiro Yamazaki
    • Organizer
      EuroMed2018 7th International Conference on DIGITAL HERITAGE
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Ancient Asian Character Recognition for Literature Preservation and Understanding2018

    • Author(s)
      Lin Meng, C.V Aravinda, K R Uday Kumar Reddy, Tomonori Izumi and Katsuhiro Yamazaki
    • Organizer
      EuroMed2018 7th International Conference on DIGITAL HERITAGE
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Recognition of Oracle Bone Inscriptions Using Deep Learning based on Data Augmentation2018

    • Author(s)
      Lin Meng, Naoki Kamitoku and Katsuhiro Yamazaki
    • Organizer
      2018 IEEE International Conference on Metrology for Archaeology and Cultural Heritage (IEEE MetroArchaeo 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Artificial Intelligence for Computer Science and Image Recognition2018

    • Author(s)
      Lin Meng
    • Organizer
      ICETE-2018 (International Conference on Emerging Trends in Engineering)
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] Oracle Bone Inscriptions Recognition by Image Processing and Deep Learning2018

    • Author(s)
      Lin Meng
    • Organizer
      the 1st Int. Symp. On Oracle Bone Inscriptions Information Processing
    • Related Report
      2018 Research-status Report
    • Invited
  • [Remarks] 古典籍解読API

    • URL

      http://www.atait.se.ritsumei.ac.jp/CharacterRecognition/

    • Related Report
      2020 Annual Research Report
  • [Remarks] 甲骨文字(拓本)・くずし字認識システム

    • URL

      http://www.atait.se.ritsumei.ac.jp/CharacterRecognition/

    • Related Report
      2019 Research-status Report

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Published: 2018-04-23   Modified: 2022-01-27  

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