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Development of Speech Input System of Autopsy Findings

Research Project

Project/Area Number 07557041
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section展開研究
Research Field Legal medicine
Research InstitutionFUKUSHIMA MEDICAL COLLEGE

Principal Investigator

HIRAIWA Kouichi  FUKUSHIMA MEDICAL COLLEGE,MEDICINE PROFESSOR, 医学部, 教授 (60124616)

Co-Investigator(Kenkyū-buntansha) NIYADA Katsuyuki  MATSUSITAGIKEN LTD., RESEARCH CENTER,PRESIDENT, ヒューマンインターフェイス研究所, 所長
MAKINO Shozo  TOHOKU UNIVERSITY,COMPUTER CENTER,PROFESSOR, 大型計算機センター, 教授 (00089806)
SAGISAKA Kaoru  TOHOKU UNIVERSITY,MEDICINE,PROFESSOR, 医学部, 教授 (70006740)
Project Period (FY) 1995 – 1997
Project Status Completed (Fiscal Year 1997)
Budget Amount *help
¥8,800,000 (Direct Cost: ¥8,800,000)
Fiscal Year 1997: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1996: ¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 1995: ¥6,500,000 (Direct Cost: ¥6,500,000)
KeywordsAutopsy report / Speech input / Dictation system / Model speech method / Language model / 入力装置 / 音素モデル / 文節モデル / HMM / HMnet / 連続音声認識 / 音素認識
Research Abstract

The number of medico-legal autops cases is increaing with year in every part of Japan, while the preciseness of autopsy findings as evidence is demanded more strictly than ever. Therefore, the medico-legal practitioners cannot help spending much time on making the documents. Considering these circumstances, we developed a continuous speech input system in which oral statements of autopsy findings were converted into sentences.
The characteristic of this study is that the forensic pathologist as the users connected closely with the computer scientists. In current speech input system, it is still difficult to automatically recognize continuously spoken general sentences. But, when the condition is so limited that a user is special, 1) a user is limited to a specified speaker, 2) the expression of document is almost decided, and the structure of sentence is comparatively simple, 3) the vocabulary size in the autopsy reports is 4000 from 3000, and the number of words in the vocabulary decreases more by dividing the document into each of physical parts. These conditions will lighten load to a device, and the device will be developed with ease.
Firstly, we built an automaton by ECGI method to represent the structure of sentence. Then we defined the distance between the states of an automaton to calculate similarity of the words, the appearance of which was expected. Based on this definition, we developed a method in which an automaton was revised and generalized. Hiraiwa, Sagisaka and Makino were in charge of these development. For phoneme recognition, we used the model speech method developed by Niyata. We, all the members, put the above-mentioned methods together and made the speech input system of autopsy findings. The system ran to recognize sounds without time delay. Since the precision of speech recognition is not enough, the improvement of the system will be continued in future.

Report

(4 results)
  • 1997 Annual Research Report   Final Research Report Summary
  • 1996 Annual Research Report
  • 1995 Annual Research Report
  • Research Products

    (37 results)

All Other

All Publications (37 results)

  • [Publications] H.Mori, H.Aso, S.Makino: "Robust n-gram model of Japanese character and its application to document recognition" IEICE Trans.on Information and Systems. E79-D. 471-476 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] M.Suzuki, S.Makino H.Aso: "Acquisition of language model" The Journal of the Acoustical society of America. 100(4). 2757- (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Okimoto, S.Makino: "Phoneme recognition using reference patterns constructed with discriminative training and DP matching" The Journal of the Acoustical society of America. 100(4). 2791- (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Makino, M.Suzuki A.Harada: "Automatic acquisition of language model using HMnet" Proceedings of International Conference on Speech Processing. 47-54 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 水澤、黒崎、富永、女屋、大野、平岩: "Fahr病を伴った急性心筋梗塞死亡例" 法医学の実際と研究. 40. 245-253 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Aoki, M.Nata, M.Hashiyada, K.Sagisaka: "Laceration of the liver with delayed intra-abdominal hemorrhage" The Japanese Journal of Legal Medicine. 51. 44-47 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Motoyuki SUZUKI,Shozo MAKINO,Akinori ITO,Hirotomo ASO,Hiroshi and SHIMODAIRA: "A New HMnet Construction Algorithm Requiring No Contextual Factors" IEICE Trans.on Information and Systems. E78-D,6. 662-668 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Hiroki MORI,HIrotomo ASO and Shozo MAKINO: "Japanese Document Recognition Based on interpolated n-gram Model of Character" Proceedings of Third International Conference on Document Analysis and Recognition. 274-277 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Takashi OTSUKI,Akinori ITO,Shozo IvIAKINO and Teruhiko OHTOMO: "The Performance Prediction on Sentence Recognition Using a Finite State Word Automation" IEICE Trans.on Information and Systems. E79-D,1. 47-53 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Hiroki MORI,Hirotomo ASO and Shozo MAKINO: "Robust n-gram Model of Japanese Character and its Application to Document Recognition" IEICE Trans.on Information and Systems. E79-D,5. 471-476 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Motoyuki SUZUKI,Shozo MAKINO,and Hirotomo ASO: "Acquisition of language model" The Journal of the Acoustical society of America. 100,4. 2757-2757 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Yoshiyuki OKIMOTO,and Shozo MAKINO: "Phoneme recognition using reference patterns constructed with discriminative training and DP matching" The Journal of the Acoustical society of America. 100,4. 2791-2791 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Shozo MAKINO,Motoyuki SUZUKI,and Atsushi HARADA: "Automatic Acquisition of Language Model using HMnet" Proceedings of International Conference on Speech Processing. 47-54 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Hirobumi GUNJI,Kouichi HIRAIWA: "A Sudden Death Case of 14-year-old Girl due to Idiopathic Hypertrophic Cardiomyopathy" Jpn.J.Forens.Pathol. 1. 30-35 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Hirobumi GUNJI,Emiko KURISAKI,Kouichi HIRAIWA: "A Fatal Case of Explosion Accident in Chemical Plant" Res.Pract.Forens.Med. 38. 257-262 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Hirobumi GUNJI,Kouichi HIRAIWA: "Two Cases of Ring Fracture of the Base of the Skull" Jpn.J.Forens.Pathol. 2. 24-33 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Hirobumi GUNJI,Emiko KURISAKI,Kouichi HIRAIWA: "A Case of Accidental Asphyxia of Infant in Bed" Res.Pract.Forens.Med.39. 163-169 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Ikubumi MIZUSAWA,kunihiko KUROSAKI,Tadashi TOMINAGA,Mitsuki ONNOYA,Reiko OHNO,Kouichi HIRAIWA: "An Autopsy Case of Acute Myocardial Infarction with Fahr's Disease" Res.Pract.Forens.Med.40. 245-253 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Yasuhiro AOKI,Masayuki Nata, Masaki Hashiyada, Kaoru Sagisaka: "Sudden Unexpected Death in Childhood due to Eosinophilic Myocarditis" Int.J.Legal Med.108. 221-224 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Yasuhiro AOKI,Masayuki Nata, Masaki Hashiyada, Kaoru Sagisaka: "Laceration of the Liver with Delayd Intra-abdominal Hemorrhage : A Case Report of Child Abuse" Jpn.J.Legal Med.51. 44-47 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Makino,M.Suzuki,A.Harada: "Automatic Acquisition of Language Model using HMnet" Proceedings of International Conference on Speech Processing. 47-54 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 水澤、黒崎、富永、女屋、大野、平岩: "Fahr病を伴った急性心筋梗塞死亡例" 法医学の実際と研究. 40. 245-253 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Aoki,M.Nata,M.Hashiyada,K.Sagisaka: "Laceration of the liver with delayed intra-abdominal hemorrhage;A case report of child abuse" The Japanese Journal of Legal Medicine. 51. 44-47 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 鈴木基之: "SSS-freeに基づくHMnetを用いた不特定話者音素認識" 日本音響学会講演論文集. 春季号. 143-144 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 大坂幸弘: "発声速度に基づく音素持続時間予測を用いた音素認識" 信学技報. 96・93. 1-6 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 沖本純幸: "可変長パターンと識別学習を用いた音素認識" 信学技報. 96・93. 7-14 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 鈴木基之: "種々の出力確率分布を持つHMnet構成法" 日本音響学会講演論文集. 秋季号. 55-56 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 阿部俊朗: "SSS-freeに基づくHMnetにおけるVFSの効果" 日本音響学会講演論文集. 秋季号. 125-126 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Motoyuki Suzuki: "Acquisition of language models based on HMnet." The Journal of the Acoustical Society of America. 100.4. 2791-2791 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Yoshiyuki Okimoto: "Phoneme recognition using reference patterns constructed with discriminative training and DP matching" The Journal of the Acoustical Society of America. 100.4. 2757-2757 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 牧野正三: "東北大-松下単語音声データベース" 人文学と情報処理. 12. 56-59 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 古賀,牧野,城戸: "ローカルピークによる単母音認識に及ぼす時間窓とリフタの影響" 日本音響学会誌. 51. 130-132 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 伊藤,牧野: "拡張RHA法による連続音声認識のための単語予備選択" 電子情報通信学会論文誌D-II. J-78-D-II. 400-408 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] M.SUZUKI,S.MAKINO,H.ASO,H.SHIMODAIRA: "A New HMnet Construction Algorithm Requireng No Contextual Factors" IEICE Trans. INF.& SYST.E-78-D. 662-668 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 鈴木,牧野,阿曽: "離散型HMnetの言語モデルへの適用" 電子情報通信学会技術研究報告. SP95-33. 65-72 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 沖本,牧野,曽根: "確率尺度によるDPマッチングを用いた音素のセグメンテーション" 日本音響学会講演論文集. I. 165-166 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 大坂,牧野,曽根: "予備認識結果に基づく持続時間予測の音素認識における効果" 日本音響学会講演論文集. I. 55-56 (1995)

    • Related Report
      1995 Annual Research Report

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Published: 1995-04-01   Modified: 2016-04-21  

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