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Generation of diversiform characters using a computational handwriting model

Research Project

Project/Area Number 11680384
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionNagaoka University of Technology

Principal Investigator

WADA Yasuhiro  Nagaoka University of technology, Faculty of Engineering, Associate Professor, 工学部, 助教授 (70293248)

Project Period (FY) 1999 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥3,800,000 (Direct Cost: ¥3,800,000)
Fiscal Year 2001: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2000: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1999: ¥2,800,000 (Direct Cost: ¥2,800,000)
KeywordsHandwriting model / Genetic Algorithm / Pattern recognition / Handwritten character / Database / Recognition rate / 書字運動 / 経由点 / 文字変形
Research Abstract

In pattern recognition, a large number of diversiform characters is necessary to train / test a handwritten character recognition system: However, it is not easy to collect a large number of natural samples. The artificial diversification of characters has been suggested as one means of collecting a variety of characters. In this research, we show that a handwriting model can be applied to the diversification of characters. The characters diversified by the model can be used as a database of character images for training / testing purposes. Wada & Kawato's handwriting model is based on an optimal principle and the feature space of the characters includes sets of viapoints extracted from actual handwritten characters. The handwriting model can be used to generate diversiform characters by changing viapoint information.
In this research, we propose a method for generating a diversification of characters by changing viapoint information based on a genetic algorithm and we show that the accuracy of a handwritten character recognition system that uses the character generated by the proposed method as the training data, is equivalent to that of a system composed by using natural dat.

Report

(4 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] Y.Wada, K.Ohkawa, K.Sumita: "Generation of diversiform characters using a computational handwriting model and a genetic algorithm"Lecture Notes in Computer Science. 2130. 1217-1224 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Y.Wada, H.Kasuga, K.Sumita: "An evolutionary approach for the generation of diversiform characters using a handwritig model"International Conference on Pattern Recogniton 2002. (in print). 17-24 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 大川慶, 和田安弘: "遺伝的アルゴリズムによる書字運動経由点による多様な文字の生成"電子情報通信学会技術研究報告. PRMU99. 17-24 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 大川慶, 和田安弘: "計算論的書字運動モデルと遺伝的アルゴリズムによる変形文字の生成"日本神経回路学会第9回全国大会. 46-47 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 春日裕之, 住田桂一, 和田安弘: "書字運動モデルを使った文字変形システムの開発"電子情報通信学会信越支部大会講演論文集. 43-44

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 春日裕之, 住田桂一, 和田安弘: "変形文字生成モデルによる認識系の検討"電子情報通信学会信越支部大会講演論文集. 35-37 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Y. Wada, K. Ohkawa, K. Sumita: "Generation of diversiform characters using a computational handwriting model and a genetic algorithm"Lecture Notes in Computer Science. 2130. 1217-1224 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Y. Wada, H. Kasuga, K. Sumita: "An evolutionary approach for generation of diversiform characters using a handwriting model"Proceeding of International Conference on Patern Recogniton. (in print). (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Y.Wada, K.Ohkawa, K.Sumita: "Generation of diversiform characters using computational handwriting model and a genetic algorithm"Lecture Notes in Computer Science ( ICANN2001). 2130. 1217-1224 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 春日裕之, 住田桂一, 和田安弘: "変形文字生成モデルによる認識系の検討"電子情報通信学会信越支部大会講演論文集. 35-37 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 住田桂一,和田安弘: "書字運動モデルによる多様文字変形の有効性に関する検討"電子情報通信学会信越支部大会講演論文集. PB8. 41-42 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 春日裕之,住田桂-,和田安弘: "書字運動モデルを使った文字変形システムの開発"電子情報通信学会信越支部大会講演論文集. PB9. 43-44 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 大川慶,和田安弘: "遺伝的アルゴリズムによる書字運動経由点による多様な文字の生成"電子情報通信学会技術研究報告. PRMU99-97. 17-24 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 大川慶,和田安弘: "計算論的書字運動モデルと遺伝的アルゴリズムによる変形文字の生成"日本神経回路学会第9回全国大会. P1-16. 46-47 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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