Development of communication support system based on intent recognition for cerebral palsy
Project/Area Number |
25282053
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Research Category |
Grant-in-Aid for Scientific Research (B)
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Allocation Type | Partial Multi-year Fund |
Section | 一般 |
Research Field |
Educational technology
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Research Institution | Kobe University |
Principal Investigator |
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Co-Investigator(Kenkyū-buntansha) |
有木 康雄 神戸大学, 学内共同利用施設等, 教授 (10135519)
高田 哲 神戸大学, 保健学研究科, 教授 (10216658)
中井 靖 宮崎大学, 教育文化学部, 講師 (80462050)
榎並 直子 神戸大学, 学内共同利用施設等, 助教 (80628925)
中川 誠司 国立研究開発法人産業技術総合研究所, その他部局等, 研究員 (70357614)
|
Project Period (FY) |
2013-04-01 – 2017-03-31
|
Project Status |
Completed (Fiscal Year 2016)
|
Budget Amount *help |
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2016: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2015: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2014: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2013: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
|
Keywords | ヒューマン・インターフェース / 教育工学 |
Outline of Final Research Achievements |
An utterance style of a person with an articulation disorder, such as cerebral palsy, is different from that of physically unimpaired persons, and his/her utterance is often unstable or unclear, which makes it difficult for them to communicate. To develop a communication-support system for them, we propose a new automatic speech recognition (ASR) system using a new acoustic feature extraction technique, a voice conversion (VC) method for articulation disorders that converts unclear utterances to clear utterances, and a multi-modal utterance recognition system using a novel feature integration technique based on a machine-learning approach. Experimental results demonstrated that our ASR, VC, and multimodal recognition methods could improve the speech recognition accuracy, the listening speech quality, and the multimodal (speech and image) recognition accuracy in comparison with conventional approaches, respectively.
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Report
(5 results)
Research Products
(48 results)
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[Presentation] 複素NMFを用いた声質変換の検討2016
Author(s)
李 権俊, 相原 龍, 滝口 哲也, 有木 康雄
Organizer
日本音響学会2016年秋季研究発表会講演論文集
Place of Presentation
富山大学(富山県・富山市)
Year and Date
2016-09-14
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