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1995 Fiscal Year Final Research Report Summary

Development of Program Library for Document Understanding and its Applications

Research Project

Project/Area Number 05558035
Research Category

Grant-in-Aid for Developmental Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionToyota National College of Technology

Principal Investigator

NOZAWA Shigeyuki  Department of Information and Computer Engineering, Professor, 情報工学科, 教授 (10043184)

Co-Investigator(Kenkyū-buntansha) OKABE Naoki  Department of Information and Computer Engineering Professor, 情報工学科, 教授 (90109273)
YOSHIMURA Mitsu  College of Business Administration and Information Science, Chubu University Pro, 経営情報学部, 教授 (60109311)
KIMURA Fumitaka  Faculty of Engineering, Mie University Associate Professor, 情報工学科, 助教授 (00115560)
TSURUOKA Shinji  Toyata National College of Technology Faculty of Engineering, Mie University Ass, 電子工学科, 助教授 (30126982)
TAKESHITA Tetsuo  Toyata National College of Technology Department of Information and Computer Eng, 情報工学科, 教授 (20149933)
Project Period (FY) 1993 – 1995
KeywordsDocument understanding / Character recognition / Pattern recognition / Writer recognition / Writer identification / Zip code recognition / Word recognition / Numeric recognition / Feature extraction / Arc pattern
Research Abstract

(1) Authors developed a program library for document understanding and its applications. They named this library SMART, which means Subroutine package for MAchine Recognition of characTers, and registered it with the Computation Center of Nagoya University. For researchers, especially for beginners, who are interested in document understanding or character recognition, they made two manuals on how to use this library programs as follows.
Manual on Program Package SMART for Character Recognition I Subroutine & Function (160 pages)
Manual on Program Package SMART for Character Recognition II Test Program (80 pages)
(2) They studied pattern recognition theory which is the basis of the programs they developed. They studied the performance of pattern classifiers and the size of design samples and confirmed that modified classifier designed by using Stein's estimator achives better performance than the conventional ones.
(3) They also made applied researches on character recognition, zip code recognition, writer identification and signature verification to confirm the effectiveness of developed program library.
As for the character recognition, they got recognition rate by 97.74 % using handwritten Chinese characters contained in the JIS 1st level database, and 91-98 % rate in the case of the recognition experiments of unconstrained handwritten word.
As for the zip code recognition experiments, making use of localized direction histgram, they got average 99.18 % recognition rate, using as data zip codes offered by the Ministry of Posts and Telecommunications.
As for the writer recognition, using as experiments data general Japanese and Korean sentence, they got good results.
As for the signature verification study, they made experiments on online signature verification, offline signature verification and got many satisfactory results. They also investigated an automatic verification system for Japanese coutersignatures on travelers checks.

  • Research Products

    (32 results)

All Other

All Publications (32 results)

  • [Publications] Shigeyuki Nozawa: "Writer Identification by Human Eyes and by Computer" Proc. of 4th Int. Workshop on Frontiers in Handwriting Recognition. 4. 418-421 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 竹下鉄夫: "マハラノビス距離の推定値の確率分布に関する一考察" 電子情報通信学会論文誌. J76-D-II No. 1. 73-80 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tetsuo Takeshita: "On the Bias of Mahalanobis Distance due to Limited Sample Size Effect" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 2. 171-174 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 竹下鉄夫: "有限学習標本に基づく統計的パターン分類における認識率の実験的検討" 電子情報通信学会論文誌. J77-D-II No. 12. 2361-2369 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tetsuo Takeshita: "Experimental Study of Performance of Pattern Classifiers and the Size of Design Samples" Pattern Recognition letters. Vol. 16, No. 3. 307-312 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Shinji Tsuruoka: "Segmentation and Recognition for Handwritten 2-letter State Names" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 2. 814-817 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Shinji Tsuruoka: "A Survey on Probablistic Relaxation Method in Pattern Recognition" Research Reports of the Faculty of Engineering, Mie University. Vol. 18. 307-312 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Shinji Tsuruoka: "Base Line Correction for Handwritten Word Recognition." Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 3. 902-905 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Fumitaka Kimura: "A Lexicon Directed Segmentation -Recognition Procedure for Unconstrained Handwritten Words" Proc. of 3rd Int. Workshop on Frontiers in Handwriting Recognition. 3. 122-131 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Fumitaka Kimura: "Inprovements of a Lexicon Directed Algorithm for Recognition of Unconstrained Handwritten Words" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 2. 18-22 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Fumitaka Kimura: "A Lexicon Directed Algorithm for Recognition of Unconstrained Handwritten Words" IEICE Trans. Inf. & Syst.E77-D No. 7. 785-793 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Fumitaka Kimura: "Relationship among Quadratic Discriminant Functions for Pattern Recognition" Proc. of 4th Int. Workshop on Frontiers in Handwriting Recognition. 4. 418-421 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Fumitaka Kimura: "Handwritten Zip Code Recognition Using Lexicon Free Word Recgnition Algorithm" Proc. of 3rd Int. Conf. on Document Analysis and Recognition. 3. 906-910 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Mitsu Yoshimura: "A Zip Code Recognition System Using The Localized Arc Pattern Method" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 2. 183-186 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Mitsu Yoshimura: "A Text-independent off-line Writer Recognition for Japanese and Korean Sentences" IEICE Trans. INF. & SYST.Vol. E76-D No. 4. 454-461 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Mitsu Yoshimura: "A Recognition system for Japanese Zip Code Using Arc Features Pattern Method" IEICE Trans. INF. & SYST.Vol. E77-D No. 7. 810-816 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Shigeyuki Nozawa & Tetsuo Takeshita: "Writer Identification by Human Eyes and by Computer" Proc. of 4th Int. Workshop on Frontiers in Handwriting Recognition. 418-421 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tetsuo Takeshita, Junichiro Toriwaki: "A Property of Probability Distribution of the Estimator of the Mahalanobis Distance" Trans. IEICE. vol. J76-D-II, no.1. 59-64 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tetsuo Takeshita, Shigeyuki Nozawa & Fumitaka Kimura: "On the Bias of Mahalanobis Distance due to Limited Sample Size Effect" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 171-174 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tetsuo Takeshita, Shigeyuki Nozawa & Junichiro Toriwaki: "Experimental Study of Recognition Rate in Statistical Pattern Classification Basing upon Finite Size of Design Sample Set" Trans. IEICE. vol. J77-D-II, no. 12. 2361-2369 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tetsuo Takeshita, Junichiro Toriwaki: "Experimental Study of Performance of Pattern Classifiers and the Size of Design Samples" Pattern Recognition letters. Vol.16, No.3. 307-312 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Shinji Tsuruoka, Fumitaka Kimura, Yasuji Miyake, Malayappan Shridhar & Chen: "Segmentation and Recognition for Handwritten 2-letter State Names" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 814-817 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Shinji Tsuruoka, Tetsushi Wakabayashi, Fumitaka Kimura & Yasuji Miyake: "A Survey on Probablistic Relaxation Method in Pattern Recognition" Research Reports of the Faculty of Engineering, Mie University. Vol.18. 73-80 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Shinji Tsuruoka, Watanabe, Minamide, Fumitaka Kimura, Yasuji Miyake & Malayappan Shridhar: "Base Line Correction for Handwritten Word Recognition" Proc. of 3rd Int. Conf. on Cocument Analysis and Recognition. 902-905 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumitaka Kimura, Malayappan Shridhar & Narashimhamurthi: "Lexicon Directed Segmentation-Recognition Procedure for Unconstrained Handwritten Words" Proc. of 3rd Int. Workshop on Frontiers in Handwriting Recognition. 122-131 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumitaka Kimura, Malayappan Shridhar & Chen: "Improvements of a Lexicon Directed Algorithm for Recognition of Unconstrained Handwritten Words" Proc. of 2nd Int. Conf. on Document Analysis and Recognition. 18-22 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumitaka Kimura, Shinji Tsuruoka, Yasuji Miyake & Malayappan Shridhar: "A Lexicon Directed Algorithm for Recognition of Unconstrained Handwritten Words" IEICE Trans. Inf. & Syst.E77-D, 7. 785-793 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumitaka Kimura, Malayappan Shridhar & Yasuji Miyake: "Relationship among Quadratic Discriminant Functions for Pattern Recognition" Proc. of 4th Int. Workshop on Frontiers in Handwriting Recognition. 418-421 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Fumitaka Kimura, Yasuji Miyake & Malayappan Shridhar: "Handwritten Zip Code Recognition Using Lexicon Free Word Recognition Algorithm" Proc. of 3rd Int. Conf. on Document Analysis and Recognition. 906-910 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Mitsu Yoshimura, Isao Yoshimura & Tatsuro Shimizu: "A Zip Code Recognition System Using The Localized Arc Pattern Method" Proc. 2nd Int. Conf. on Document Anal. and Rec.183-186 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Mitsu Yoshimura, Isao Yoshimura & H.B.Kim: "A Text-independent off-line Writer Recognition for Japanese and Korean Sentences" IEICE Trans. INF.& SYST.Vol. E76-D, No.4, APRIL. 454-461 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Mitsu Yoshimura, Isao Yoshimura & Tatsuro Shimizu: "A Recognition system for Japanese Zip Code Using Arc Features Pattern Method" Trans. IEICE. Vol. E 77, No.7. 810-816 (1994)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 1997-03-04  

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