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Superresolution of Remote Sensing Data using Data Fusion Technique

Research Project

Project/Area Number 24360347
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Aerospace engineering
Research InstitutionThe University of Tokyo

Principal Investigator

Iwasaki Akira  東京大学, 先端科学技術研究センター, 教授 (40356530)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥18,590,000 (Direct Cost: ¥14,300,000、Indirect Cost: ¥4,290,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2013: ¥7,020,000 (Direct Cost: ¥5,400,000、Indirect Cost: ¥1,620,000)
Fiscal Year 2012: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Keywordsハイパースペクトル / マルチスペクトル / 情報融合 / 航空機実験 / リモートセンシング / データ融合
Outline of Final Research Achievements

Hyperspectral data has more than one hundred spectral bands and can discriminates ground targets precisely; however, the spatial resolution is limited due to low signal power. This work is intended to fuse hyperspectral data with multispectral data that has higher spatial resolution. To demonstrate the validity of the proposed methodology, the real data is obtained by both hyperspectral and multispectral sensors that are on board an airplane. The validity of the algorithm that fuses two sensor data is examined to express the spectral characteristics of ground targets with higher spatial resolution. The application to different satellite sensors is also indicated. The methodology is extended to ground targets with nonlinear reflectance properties.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • Research Products

    (12 results)

All 2015 2014 2013 2012 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (4 results) Remarks (4 results)

  • [Journal Article] Object detection based on sparse representation and Hough voting for optical remote sensing imagery2015

    • Author(s)
      N. Yokoya and A. Iwasaki
    • Journal Title

      IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens.

      Volume: 8 Issue: 5 Pages: 2053-2062

    • DOI

      10.1109/jstars.2015.2404578

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonlinear unmixing of hyperspectral data using semi-nonnegative matrix factorization2014

    • Author(s)
      横矢直人, 岩崎晃
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: 52巻 Issue: 2 Pages: 1430-1437

    • DOI

      10.1109/tgrs.2013.2251349

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cross-calibration for data fusion of EO-1/Hyperion and Terra/ASTER2013

    • Author(s)
      N. Yokoya, N. Mayumi, and A. Iwasaki
    • Journal Title

      IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens.

      Volume: 6 Issue: 2 Pages: 419-426

    • DOI

      10.1109/jstars.2012.2208449

    • Related Report
      2013 Annual Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonlinear unmixing of hyperspectral data using semi-nonnegative matrix factorization2013

    • Author(s)
      N. Yokoya, J. Chanussot, and A. Iwasaki
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] Effect of unmixing-based hyperspectral super-resolution on target detection2014

    • Author(s)
      N. Yokoya and A. Iwasaki
    • Organizer
      IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
    • Place of Presentation
      Lausanne, Switzerland
    • Year and Date
      2014-06-24 – 2014-06-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Airborne unmixing-based hyperspectral super-resolution using RGB imagery2014

    • Author(s)
      N. Yokoya and A. Iwasaki
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
    • Place of Presentation
      Qubec, Canada
    • Year and Date
      2014-06-13 – 2014-06-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 航空撮影によるハイパー・マルチスペクトルデータ融合2013

    • Author(s)
      横矢直人、岩崎晃
    • Organizer
      日本リモートセンシング学会学術講演会
    • Place of Presentation
      日本大学(郡山)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Analysis of endmember extraction process in geological site2012

    • Author(s)
      Y. Itoh and A. Iwasaki
    • Organizer
      WHISPERS 2013
    • Place of Presentation
      Shanghai, China
    • Related Report
      2012 Annual Research Report
  • [Remarks] HISUI説明

    • URL

      http://park.itc.u-tokyo.ac.jp/sal/aiwasaki/hisui.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] ハイパースペクトルデータ処理

    • URL

      http://www.sal.rcast.u-tokyo.ac.jp/ja/research/hyperspectral-data-processing/

    • Related Report
      2014 Annual Research Report
  • [Remarks] http://www.sal.rcast.u-tokyo.ac.jp/

    • Related Report
      2013 Annual Research Report
  • [Remarks]

    • URL

      http://www.sal.rcast.u-tokyo.ac.jp/

    • Related Report
      2012 Annual Research Report

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Published: 2012-04-24   Modified: 2019-07-29  

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