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Development of method for acquiring estimated vegetation index with higher accuracy from photo images by commercial digital cameras

Research Project

Project/Area Number 26450367
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionInternational Christian University

Principal Investigator

OSAKI Keiji  国際基督教大学, 教養学部, 客員教授 (60160834)

Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2016: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords植生指標 / デジタルカメラ画像 / 近赤外領域 / 分光反射率 / 影領域 / 適正露光範囲 / デジタルカメラ / マルチコプター / 情報工学 / 農業環境 / リモートセンシング / 画像情報処理 / 画像計測
Outline of Final Research Achievements

Digital cameras are indispensable devices for proximal remote sensing technology and show an excellent advantage that they can cover more extensive areas by one shot than a spectral radiometer can make a measurement of a target object in a limited scope. When we make a distribution map of "vegetation index (shows an activity of photosynthesis by chlorophyll)" estimated from the images captured by commercial digital cameras with an auto exposure function on, it is sometimes seen that the areas with anomalously high values of vegetation index appear corresponding to darkest shadow areas in visible light images.
To remove the anomalous areas, we set the minimum threshold luminance of the image and found it very effective to exclude the pixels with the luminance below this threshold value from the processing of estimation of the vegetation index. It was also revealed that the minimum threshold luminance has dependence on gamma values of the image.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (18 results)

All 2018 2017 2016 2015 2014 Other

All Journal Article (8 results) (of which Peer Reviewed: 3 results) Presentation (9 results) Remarks (1 results)

  • [Journal Article] 小型無人航空機搭載デジタ ルカメラによる単一空撮可視光画像か ら推定する植生指標2018

    • Author(s)
      尾崎 敬二
    • Journal Title

      日本画像学会誌

      Volume: 57(3)

    • NAID

      130007396451

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ドローン搭載カメラによる 可視光画像の植生領域判別に有効な指 標2018

    • Author(s)
      尾崎 敬二
    • Journal Title

      情報処理学会全国大会講演論文集

      Volume: 80(4) Pages: 9-10

    • NAID

      170000176842

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 小型無人航空機搭載デジタ ルカメラによる単一空撮画像から推定 する緑赤植生指標2017

    • Author(s)
      尾崎 敬二
    • Journal Title

      Imaging Conference Japan 論文集

      Volume: 120 Pages: 65-68

    • Related Report
      2017 Annual Research Report
  • [Journal Article] デジタルカメラ画像による植生指標推定における画像輝度とガンマ値の関連2016

    • Author(s)
      尾崎敬二
    • Journal Title

      Information Processing Society of Japan

      Volume: 78(2) Pages: 51-52

    • NAID

      170000163305

    • Related Report
      2015 Research-status Report
  • [Journal Article] Appropriate Luminance for Estimating Vegetation Index from Digital Camera Images2015

    • Author(s)
      尾崎敬二
    • Journal Title

      Bull. Soc. Photogr. Imag. Japan

      Volume: 25(2) Pages: 31-37

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Appropriate Light Exposure for Estimating Vegetation Index from Captured Images by Commercial Digital Cameras2015

    • Author(s)
      尾崎敬二
    • Journal Title

      International Conference on Advanced Imaging

      Volume: 1 Pages: 286-289

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] デジタルカメラ画像の影領域抽出による推定植生指標の精度向上2014

    • Author(s)
      尾崎敬二
    • Journal Title

      Imaging Conference Japan fall meeting

      Volume: 114 Pages: 71-74

    • Related Report
      2014 Research-status Report
  • [Journal Article] 屋外デジタルカメラ画像から推定の植生指標分布への影領域の影響2014

    • Author(s)
      尾崎敬二
    • Journal Title

      Imaging Conference Japan 論文集

      Volume: 113 Pages: 71-74

    • NAID

      40020358976

    • Related Report
      2014 Research-status Report
  • [Presentation] ドローン搭載カメラによる可視光画像の植生領域判別に有効な指標2018

    • Author(s)
      尾崎 敬二
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 商用デジタルカメラ画像から緑赤植生指標を得る簡便方法の提案2017

    • Author(s)
      尾崎敬二
    • Organizer
      情報処理学会 第79回全国大会大会
    • Place of Presentation
      名古屋大学 東山キャンパス(名古屋市千種区不老町)
    • Year and Date
      2017-03-16
    • Related Report
      2016 Research-status Report
  • [Presentation] 小型無人航空機搭載デジタルカメラによる単一空撮画像から推定する緑赤植生指標2017

    • Author(s)
      尾崎 敬二
    • Organizer
      Imaging Conference Japan
    • Related Report
      2017 Annual Research Report
  • [Presentation] 商用デジタルカメラ画像から緑赤植生指標を得る簡便方法の提案2017

    • Author(s)
      尾崎 敬二
    • Organizer
      情報処理学会第79回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] デジタルカメラ画像による植生指標推定における画像輝度とガンマ値の関連2016

    • Author(s)
      尾崎敬二
    • Organizer
      情報処理学会第78回全国大会
    • Place of Presentation
      慶応大学矢上キャンパス
    • Year and Date
      2016-03-10
    • Related Report
      2015 Research-status Report
  • [Presentation] Appropriate Light Exposure for Estimating Vegetation Index from Captured Images by Commercial Digital Cameras2015

    • Author(s)
      尾崎敬二
    • Organizer
      The 1st International Conference on Advanced Imaging
    • Place of Presentation
      学術総合センター 一橋記念講堂
    • Year and Date
      2015-06-18
    • Related Report
      2015 Research-status Report
  • [Presentation] デジタルカメラ出力画像の輝度範囲制限による推定植生指標の精度向上2015

    • Author(s)
      尾崎敬二
    • Organizer
      情報処理学会第77回全国大会
    • Place of Presentation
      京都大学
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Research-status Report
  • [Presentation] デジタルカメラ画像の影領域抽出による推定植生指標の精度向上2014

    • Author(s)
      尾崎敬二
    • Organizer
      日本画像学会第114回研究討論会
    • Place of Presentation
      京都工繊大学
    • Year and Date
      2014-11-21
    • Related Report
      2014 Research-status Report
  • [Presentation] 屋外デジタルカメラ画像から推定の植生指標分布への影領域の影響2014

    • Author(s)
      尾崎敬二
    • Organizer
      日本画像学会年次大会
    • Place of Presentation
      東京工業大学すずかけ台
    • Year and Date
      2014-06-11 – 2014-06-13
    • Related Report
      2014 Research-status Report
  • [Remarks] Bull. Soc. Photogr. Imag. Japan

    • URL

      http://www.spstj.org/item/pdf/1455806855_tayori_pdf.pdf

    • Related Report
      2015 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2019-03-29  

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