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Development of Mobile Sign Language Recognition System using First Person View Fish-eye Camera

Research Project

Project/Area Number 25730138
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionKyushu Institute of Technology

Principal Investigator

Kawano Hideaki  九州工業大学, 大学院工学研究院, 准教授 (00404096)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords手話認識 / 一人称視点 / SIFT / HMM / 画像特徴量 / 隠れマルコフモデル / 画像追跡
Outline of Final Research Achievements

Indeed a lot of studies have been reported on the sign language recognition system, but there are few studies suitable for daily use. In this study, we proposed a sign language recognition system available as daily use. The system is wearable but no restraints in gesturing because sign languages are sensed by a camera mounted on the user’s chest. In discriminating the form of hand, a state-of-art feature descriptor, i.e. SIFT, is employed. It is considered that the SIFT is suitable for wearable systems because of the low computational costs. The effectiveness of the proposed method is verified by an experiment using 22 sign language words. As a result, we obtained good results for 19 words among the 22 words.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (9 results)

All 2016 2015 2014 2013

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (8 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] A Proposal of Image Color Pre-Conversion for Elderly Employing Neural Networks2016

    • Author(s)
      Hideaki Kawano, Kouichirou Hayashi, Hideaki Orii and Hiroshi Maeda
    • Journal Title

      ICIC Express Letters, Part B: Applications

      Volume: 7(4) Pages: 745-752

    • NAID

      40020834759

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Presentation] Color Conversion for Color Blindness Employing Multilayer Neural Network with Perceptual Model2015

    • Author(s)
      H. Orii, H. Kawano, N. Suetake, H. Maeda
    • Organizer
      Image and Video Technology, PSIVT 2015, LNCS 9431
    • Place of Presentation
      Auckland, New Zealand
    • Year and Date
      2015-11-23
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prior Image Transformation for Presbyopia Employing Serially-Cascaded Neural Network2015

    • Author(s)
      H. Kawano, K. Hayashi, H. Orii, and H. Maeda
    • Organizer
      22nd International Conference on Neural Information Processing (ICONIP2015)
    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      2015-11-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A proposal of image color pre-conversion for the elderly employing neural networks2015

    • Author(s)
      H. Kawano, K. Hayashi, H. Orii, and H. Maeda
    • Organizer
      Tenth International Conference on Innovative Computing, Information and Control (ICICIC2015)
    • Place of Presentation
      Dalian, China
    • Year and Date
      2015-08-20
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SIFTを用いた手形状判別による一人称視点手話認識2014

    • Author(s)
      田島裕介,河野英昭,前田博
    • Organizer
      スマートインフォメディアシステム研究会
    • Place of Presentation
      京都
    • Year and Date
      2014-12-18 – 2014-12-19
    • Related Report
      2014 Research-status Report
  • [Presentation] First-person View Sign Language Recognition Employing SIFT and HMM2014

    • Author(s)
      Yusuke Tajima, Hideaki Kawano, Hideaki Orii, Hiroshi Maeda
    • Organizer
      International Workshop on Smart Info-Media Systems in Asia (SISA2014)
    • Place of Presentation
      ホーチミン
    • Year and Date
      2014-10-08 – 2014-10-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 一人称視点手話認識のための手のフレームアウトを考慮した手領域判別2013

    • Author(s)
      柴田裕介,折居英章,河野英昭,前田博
    • Organizer
      第29回ファジィシステムシンポジウム
    • Place of Presentation
      大阪国際大学枚方キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 手の動きに伴う面積変化を用いた一人称視点手話認識2013

    • Author(s)
      田島裕介,折居英章,河野英昭,前田博
    • Organizer
      第29回ファジィシステムシンポジウム
    • Place of Presentation
      大阪国際大学枚方キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 魚眼レンズを用いた一人称視点手話認識におけるレンズ歪みの影響に関する検討2013

    • Author(s)
      田島裕介,古賀経邦,柴田裕介,河野英昭,前田博
    • Organizer
      第18回日本知能情報ファジィ学会中国・四国支部大会・第15回日本知能情報ファジィ学会九州支部大会学術講演会合同大会
    • Place of Presentation
      下関市生涯学習プラザ
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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