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Sensing with Selective Attention

Research Project

Project/Area Number 25540072
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Perceptual information processing
Research InstitutionKyushu University

Principal Investigator

Shimada Atsushi  九州大学, 基幹教育院, 准教授 (80452811)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords画像処理 / 物体検出 / 選択的注視
Outline of Final Research Achievements

Existing background model based change detection methods have difficulty in distinguishing between foreground and background changes when both changes are caused by the same factors. We explored the possibility of using a light field camera to resolve the problem of existing single-view camera-based approaches. We proposed a new change detection strategy that processes light rays captured by the light field camera. The light rays are used for 1) generating an active surveillance field (ASF) to determine in-focus and out-focus areas, 2) evaluating focusness to determine whether the light rays come from the ASF, and 3) creating and updating light-ray background models to capture temporal changes in light rays. We evaluated several video sequences captured by a light field camera. Experimental results showed that our change detection scheme can robustly handle challenging situations that cannot be resolved by existing single-view approaches.

Report

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

    (8 results)

All 2016 2015 2014 2013

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 1 results) Presentation (5 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Background light ray modeling for change detection2016

    • Author(s)
      Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Journal Title

      Journal of Visual Communication and Image Representation, Vol.38, pp.55-64, 2016.02

      Volume: 38 Pages: 55-64

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Object Detection Based on Spatiotemporal Background Models2014

    • Author(s)
      Yoshinaga, et al.
    • Journal Title

      Computer Vision and Image Understanding

      Volume: 122 Pages: 84-91

    • DOI

      10.1016/j.cviu.2013.10.015

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Object Detection Based on Spatio-temporal Light Field Sensing2013

    • Author(s)
      Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Journal Title

      IPSJ Transactions on Computer Vision and Applications

      Volume: 5 Issue: 0 Pages: 129-133

    • DOI

      10.2197/ipsjtcva.5.129

    • NAID

      130003369472

    • ISSN
      1882-6695
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Change Detection on Light Field for Active Video Surveillance2015

    • Author(s)
      Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      12th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS)
    • Place of Presentation
      ドイツ
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 光線空間における背景モデリングと物体検出への応用2015

    • Author(s)
      島田 敬士, 谷口 倫一郎
    • Organizer
      パターン認識・メディア理解研究会
    • Place of Presentation
      仙台
    • Year and Date
      2015-02-19 – 2015-02-20
    • Related Report
      2014 Research-status Report
  • [Presentation] Evaluation of Foreground Detection Methodology for a moving camera2015

    • Author(s)
      Tsubasa Minematsu, Hideaki Uchiyama, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      The 21th Korea-Japan Joint Workshop on Frontiers of Computer Vision
    • Place of Presentation
      韓国
    • Year and Date
      2015-01-28 – 2015-01-30
    • Related Report
      2014 Research-status Report
  • [Presentation] 時空間ライトフィールドセンシングに基づく任意注視空間における物体検出2014

    • Author(s)
      島田 敬士, 長原 一, 谷口 倫一郎
    • Organizer
      第20回画像センシングシンポジウム(SSII2014)
    • Place of Presentation
      横浜
    • Year and Date
      2014-06-11 – 2014-06-13
    • Related Report
      2014 Research-status Report
  • [Presentation] Object Detection based on Spatio-Temporal Light Field Sensing2013

    • Author(s)
      Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      第16回画像の認識・理解シンポジウム(MIRU2013
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report

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

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