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Speaker-Independent Word Recognition Based on Recognition of Phonemes and Adaptation to Speakers

Research Project

Project/Area Number 61880004
Research Category

Grant-in-Aid for Developmental Scientific Research

Allocation TypeSingle-year Grants
Research Field Informatics
Research InstitutionTOHOKU UNIVERSITY

Principal Investigator

KIMURA Masayuki  Professor Faculty of Engineering Tohoku University, 工学部, 教授 (50006219)

Co-Investigator(Kenkyū-buntansha) ASO Hirotomo  Associate Professor Faculty of Engineering Tohoku University, 工学部, 助教授 (10005522)
TAKAHASHI Osamu  director Division of Communication and Intelligent Terminals FUJITSU LTD, 通信企画部複合システム企画部, 部長
EJIMA Toshiaki  Associate Professor The Techonological University of Nagaoka, 助教授 (00124553)
MAKINO Shozo  Associate Professor Research Center For Applied Information Science Tohoku Unive, 応用情報学研究センター, 助教授 (00089806)
KIDO Ken'iti  Professor Research Center For Applied Information Science Tohoku University, 応用情報学研究センター, 教授 (30006209)
安倍 正人  東北大学, 工学部, 助手 (00159443)
Project Period (FY) 1986 – 1987
Project Status Completed (Fiscal Year 1987)
Budget Amount *help
¥13,700,000 (Direct Cost: ¥13,700,000)
Fiscal Year 1987: ¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1986: ¥11,700,000 (Direct Cost: ¥11,700,000)
KeywordsPhoneme recognition / Word recognition / Speaker-adaptation / 構造解析 / 母音認識 / 単語認識 / 不特定話者 / 単語の大分類 / 母音間の相対関係 / 部分情報
Research Abstract

The results obtained in the research project are summarized as follows.
1. Recognition of phonemes
Our research stressed on improving the recognition rate of phonemes from the viwe-point that they play an important role in the structural analysis,i.e., verificatgion of words or closes as chandidates. As a result some significant improvements have been obtained especially in recognition of vowels, vowels, nasals and plosives. As for vowels we have developed a new recognition technique based on a binary relational model of vowels.
2. Word recognition We have daveloped a powerful technique for word recognition which consists of two parts. The first part is concerned with such a pattern matching method called as an associative pattern matching developed in our research on character recognition and attains a high accuracy in rough classification of words. The second part is concerned with a structural analyusis, that is, varification of the words based on phonem recognition.
3. Adaptation to speaker
We have found the binary relations between Japanese vowels represented in their feature space that can be looked as almost independent on speakers and developed the vowel recognition technique mentioned above in 1.. An adaptation to speakers could be attained by using the vowel recognition technique in the process of verification of words given as candidates.
4. Recognition Experiments
The word recognition technique was applied to 212 words produced by 10 mals speakers, and attained higher recognition rates that had everf obtained, that is, the percentage accuracy up to the 1st condidate was 98.2% and that up to the 2nd one 99.6%. However, these results was obtained by using the structural analysis basedc on the vowel recognition stated in 1. and the method of D.P. since our technique was not yet able to use phoneme recognition in the structural analysis. This is a feature problem.

Report

(2 results)
  • 1987 Final Research Report Summary
  • 1986 Annual Research Report
  • Research Products

    (17 results)

All Other

All Publications (17 results)

  • [Publications] C.K.Kim: J.Acoust. Soc. Jpn.(E). 7. 239-247 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] S.Moriai: Proc. ICASSP. 2251-2254 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 〓 〓: 電子通信学会論文誌. J69-D. 1320-1327 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 岡田 美智男: 電子情報通信学会論文誌. J70-A. 1174-1185 (1987)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 岡田 美智男: 電子情報通信学会論文誌. J70-A. 1371-1382 (1987)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 下平 博: 電子情報通信学会論文誌(採録決定).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Satoshi Moriai MORIAI: "Phoneme Recognition in Continuous Speech Using Phoneme Discriminant Filters" Proc. ICASSP. 2251-2254 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Rong YU: "Speaker-Independent Vowel Recognition Based on a Mutual Relational Model of Vowels" The Institute of Elecltronics and Communication Engineers of Japan. J69-D. 1320-1327 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Michio Okada: "Recognition of Phonemes at the Word Initial Using a Time-Spectrum-Pattern (TSP)" The Institute of Electronics, Information and Communication Engineers. J70-A. 1174-1185 (1987)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Michio Okada: "Analyusis of Fluctuation Factors in Tiem Series of Power Spectra of Nasals and Plosives in Isolated Words" The Institute of Electronics, Information and Communication Engineers. J70-A. 1371-1382 (1987)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Hiroshi SHIMODAIRA: "Speaker-Independent Vowel-Sequence Recognition Based on Binary Relational Model of Vowels" The Institute of Electronics, Information and Communication Engineers. (1988)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 兪そう: 電子通信学会論文誌. J69-D. 1320-1327 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] 下平博: 電子通信学会技術研究報告. 86. 1-6 (1987)

    • Related Report
      1986 Annual Research Report
  • [Publications] S.Makino: Speech Communication. 5. 225-237 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] K.T.Kim: J.Acoust.Soc.Jpn.(E). 7. 325-334 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] C.K.Kim: J.Acoust.Soc.Jpn.(E). 7. 239-247 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] S.Moriai: Proc.ICASSP. 2251-2254 (1986)

    • Related Report
      1986 Annual Research Report

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Published: 1987-03-31   Modified: 2016-04-21  

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