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Robust pattern recognition under shearing and perspective distortions based on Radon transform and non-linear matching

Research Project

Project/Area Number 26330206
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionTokyo Denki University

Principal Investigator

Hasegawa Makoto  東京電機大学, 工学部, 教授 (80303171)

Co-Investigator(Kenkyū-buntansha) 石原 聖司  東京電機大学, 理工学部, 教授 (50351656)
滝口 孝志  防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工, 総合教育学群, 准教授 (50523023)
古川 貴雄  共立女子大学, 家政学部, 教授 (70262699)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords物体認識 / 文書認識 / せん断歪み / 射影歪み / ラドン変換 / 非線形マッチング / RANSACアルゴリズム / 弾性マッチング / 射影変換 / 消失点 / 国際研究交流 / フランス / 射影変形 / 国際情報交換
Outline of Final Research Achievements

Robust pattern recognition methods based on Radon transform under various distortions are discussed. Our proposed recognition methods are invariant for Affine distortions on shapes (rotation, scaling, translation, and shearing) using Radon transform and a non-linear matching (Dynamic Time Warping). Moreover, for document recognition, a correction method for perspective distortions using vanishing points made by text lines is discussed. Some noisy lines unrelated to the vanishing points are removed using RANSAC algorithm in the Radon domain.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (15 results)

All 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (2 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 2 results,  Acknowledgement Compliant: 2 results) Presentation (10 results) (of which Int'l Joint Research: 1 results)

  • [Int'l Joint Research] ロレーヌ大学(フランス)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] ロレーヌ大学(フランス)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research]

    • Related Report
      2015 Research-status Report
  • [Journal Article] Histogram of Radon Transform with Angle Correlation Matrix for Distortion Invariant Shape Descriptor2016

    • Author(s)
      M. Hasegawa and S. Tabbone
    • Journal Title

      Neurocomputing

      Volume: 173,1 Pages: 24-35

    • DOI

      10.1016/j.neucom.2015.04.100

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Histogram of Radon Transform with Angle Correlation Matrix for Distortion Invariant Shape Descriptor2015

    • Author(s)
      M. Hasegawa and S. Tabbone
    • Journal Title

      Neurocomputing, ELSEVIER

      Volume: 未定

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み補正-RANSACアルゴリズムを用いた線分ノイズ除去検討-2017

    • Author(s)
      武澤裕介,石原聖司,古川貴雄,滝口孝志,長谷川誠
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      名古屋大学(愛知県名古屋市)
    • Year and Date
      2017-03-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み文字認識検討 ~ RANSACアルゴリズムによる線分ノイズ除去実験 ~2017

    • Author(s)
      武澤裕介,石原聖司,古川貴雄,滝口孝志,長谷川誠
    • Organizer
      電子情報通信学会研究会,PRMU2016-152
    • Place of Presentation
      北海道大学(北海道札幌市)
    • Year and Date
      2017-02-18
    • Related Report
      2016 Annual Research Report
  • [Presentation] Camera-Captured Document Image Perspective Distortion Correction Using Vanishing Point Detection Based on Radon Transform2016

    • Author(s)
      Y. Takezawa, M. Hasegawa, and S. Tabbone
    • Organizer
      International Conference on Pattern Recognition (ICPR2016)
    • Place of Presentation
      メキシコ・カンクン
    • Year and Date
      2016-12-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み日本語認識検討2016

    • Author(s)
      武澤裕介,石原聖司,古川貴雄,滝口孝志,長谷川誠
    • Organizer
      映像情報メディア学会年次大会
    • Place of Presentation
      三重大学(三重県津市)
    • Year and Date
      2016-08-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み補正検討-日本語文字列の歪み補正-2016

    • Author(s)
      武澤裕介,石原聖司,古川貴雄,滝口孝志,長谷川誠
    • Organizer
      第44回画像電子学会年次大会
    • Place of Presentation
      早稲田大学国際会議場(東京都新宿区)
    • Year and Date
      2016-06-18
    • Related Report
      2016 Annual Research Report
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み補正実験2016

    • Author(s)
      杉山健太,石原聖司,古川貴雄,滝口孝志,長谷川誠
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      九州大学(福岡県,福岡市)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み補正の評価2016

    • Author(s)
      武澤裕介,石原聖司,古川貴雄,滝口考志,長谷川誠
    • Organizer
      電子情報通信学会東京支部学生会第21回研究発表会
    • Place of Presentation
      東海大学(東京都,港区)
    • Year and Date
      2016-03-05
    • Related Report
      2015 Research-status Report
  • [Presentation] ラドン変換を用いた消失点検出による射影歪み補正の考察2015

    • Author(s)
      杉山健太,石原聖司,古川貴雄,滝口孝志,長谷川誠
    • Organizer
      映像情報メディア学会冬季大会
    • Place of Presentation
      早稲田大学(東京都,新宿区)
    • Year and Date
      2015-12-15
    • Related Report
      2015 Research-status Report
  • [Presentation] 非線型マッチングによるせん断変形不変な照合に関する一考察2015

    • Author(s)
      長谷川誠,石原聖司,古川貴雄,滝口孝志
    • Organizer
      電子情報通信学会総合大会,D-12-13
    • Place of Presentation
      立命館大学(滋賀県,草津市)
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Research-status Report
  • [Presentation] ラドン変換と非線型マッチングによるアフィン変形不変な文字認識方法の提案2015

    • Author(s)
      長谷川誠,石原聖司,古川貴雄,滝口孝志
    • Organizer
      信学技報,PRMU2014-115
    • Place of Presentation
      東北大学(宮城県,仙台市)
    • Year and Date
      2015-02-19 – 2015-02-20
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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