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Multidimensional high-resolution remote sensing based on spectral data fusion

Research Project

Project/Area Number 15K20955
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Perceptual information processing
Research InstitutionInstitute of Physical and Chemical Research (2017)
The University of Tokyo (2015-2016)

Principal Investigator

Yokoya Naoto  国立研究開発法人理化学研究所, 革新知能統合研究センター, ユニットリーダー (40710728)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsリモートセンシング / スペクトル画像 / データ融合 / 物質・含有率分解 / 土地被覆変化認識 / 高解像度化 / 土地被覆変化抽出 / 多次元超解像
Outline of Final Research Achievements

We developed a data fusion technology to analyze multisensor optical images obtained from different Earth observation satellites to recognize the state and change of the ground surface with high resolution in spatial, temporal, and spectral domains. We developed a methodology that determines the materials and their fractional abundances at each pixel from multiple optical images obtained by different sensors. The proposed methodology is robust against the difference of sensor characteristics and observation conditions. We applied the technique to land-use and land-cover mapping, mineral mapping, and land-cover change detection, and demonstrated detailed identification of ground surface materials with high spatial and temporal resolution.

Report

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

    (36 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (9 results) Journal Article (16 results) (of which Int'l Joint Research: 14 results,  Peer Reviewed: 15 results,  Open Access: 7 results,  Acknowledgement Compliant: 4 results) Presentation (9 results) (of which Int'l Joint Research: 9 results,  Invited: 2 results) Remarks (2 results)

  • [Int'l Joint Research] German Aerospace Center/Technical University of Munich/German Research Center for Geoscience(Germany)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] German Aerospace Center/Technical University of Munich/German Research Center for Geoscience(Germany)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] Grenoble Institute of Technology(France)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] Vrije Universiteit Brussel(Belgium)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] University of Extremadura(Spain)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] German Aerospace Center/Technical University of Munich/German Research Center for Geoscience(Germany)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Grenoble Institute of Technology(France)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Vrije Universiteit Brussel(Belgium)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] University of Extremadura(Spain)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest2018

    • Author(s)
      Yokoya Naoto、Ghamisi Pedram、Xia Junshi、Sukhanov Sergey、Heremans Roel、Tankoyeu Ivan、Bechtel Benjamin、Le Saux Bertrand、Moser Gabriele、Tuia Devis
    • Journal Title

      IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

      Volume: 11 Issue: 5 Pages: 1363-1377

    • DOI

      10.1109/jstars.2018.2799698

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Nonlocal Tensor Completion for Multitemporal Remotely Sensed Images' Inpainting2018

    • Author(s)
      Ji Teng-Yu、Yokoya Naoto、Zhu Xiao Xiang、Huang Ting-Zhu
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: early access Issue: 6 Pages: 1-15

    • DOI

      10.1109/tgrs.2018.2790262

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Random Forest Ensembles and Extended Multiextinction Profiles for Hyperspectral Image Classification2018

    • Author(s)
      Xia Junshi, Ghamisi Pedram, Yokoya Naoto, Iwasaki Akira
    • Journal Title

      IEEE Trans. Geosci. Remote Sens.

      Volume: 56 Issue: 1 Pages: 202-216

    • DOI

      10.1109/tgrs.2017.2744662

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Classification of large-sized hyperspectral imagery using fast machine learning algorithms2017

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

      Journal of Applied Remote Sensing

      Volume: 11 Issue: 3 Pages: 035005-035005

    • DOI

      10.1117/1.jrs.11.035005

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Performance Evaluation of Downscaling Sentinel-2 Imagery for Land Use and Land Cover Classification by Spectral-Spatial Features2017

    • Author(s)
      Zheng Hongrui、Du Peijun、Chen Jike、Xia Junshi、Li Erzhu、Xu Zhigang、Li Xiaojuan、Yokoya Naoto
    • Journal Title

      Remote Sensing

      Volume: 9 Issue: 12 Pages: 1274-1274

    • DOI

      10.3390/rs9121274

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Advances in Hyperspectral Image and Signal Processing: A Comprehensive Overview of the State of the Art2017

    • Author(s)
      Ghamisi Pedram、Yokoya Naoto、Li Jun、Liao Wenzhi、Liu Sicong、Plaza Javier、Rasti Behnood、Plaza Antonio
    • Journal Title

      IEEE Geoscience and Remote Sensing Magazine

      Volume: 5 Issue: 4 Pages: 37-78

    • DOI

      10.1109/mgrs.2017.2762087

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Texture-guided multisensor superresolution for remotely sensed images2017

    • Author(s)
      N. Yokoya
    • Journal Title

      Remote Sensing

      Volume: 9 Issue: 4 Pages: 1-19

    • DOI

      10.3390/rs9040316

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Learning a robust local manifold representation for hyperspectral dimensionality reduction2017

    • Author(s)
      D. Hong, N. Yokoya, and X. X. Zhu
    • Journal Title

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

      Volume: 印刷中

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Multisensor coupled spectral unmixing for time-series analysis2017

    • Author(s)
      N. Yokoya, X. X. Zhu, and A. Plaza
    • Journal Title

      IEEE Trans. Geosci. Remote Sens.

      Volume: 55 Issue: 5 Pages: 2842-2857

    • DOI

      10.1109/tgrs.2017.2655115

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Hyperspectral and multispectral data fusion: a comparative review of the recent literature2017

    • Author(s)
      N. Yokoya, C. Grohnfeldt, and J. Chanussot
    • Journal Title

      IEEE Geoscience and Remote Sensing Magazine

      Volume: 印刷中 Issue: 2 Pages: 29-56

    • DOI

      10.1109/mgrs.2016.2637824

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Hyperspectral Image Classification With Canonical Correlation Forests2017

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

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: 55 Issue: 1 Pages: 421-431

    • DOI

      10.1109/tgrs.2016.2607755

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Foreword to the special issue on hyperspectral remote sensing and imaging spectroscopy2016

    • Author(s)
      U. Heiden, A. Iwasaki, A. Meuller, M. Schlerf, T. Udelhoven, K. Uto, N. Yokoya, and J. Chanussot
    • Journal Title

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

      Volume: 9 Issue: 9 Pages: 3904-3908

    • DOI

      10.1109/jstars.2016.2610199

    • Related Report
      2016 Research-status Report
    • Open Access / Int'l Joint Research
  • [Journal Article] Potential of resolution-enhanced hyperspectral data for mineral mapping using simulated EnMAP and Sentinel-2 images2016

    • Author(s)
      N. Yokoya, J. C. W. Chan, and K. Segl
    • Journal Title

      Remote Sensing

      Volume: 8 Issue: 3 Pages: 1-18

    • DOI

      10.3390/rs8030172

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Hyperspectral super-resolution of locally low rank images from complementary multisource data2016

    • Author(s)
      M.A. Veganzones, M. Simoes, G. Licciardi, N. Yokoya, J.M. Bioucas-Dias, and J. Chanussot
    • Journal Title

      IEEE Transactions on Image Processing

      Volume: 25 Issue: 1 Pages: 274-288

    • DOI

      10.1109/tip.2015.2496263

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Hyperspectral pansharpening: a review2015

    • Author(s)
      L. Loncan, L. B. Almeida, J. Bioucas Dias, X. Briottet, J. Chanussot, N. Dobigeon, S. Fabre, W. Liao, G. A. Licciardi, M. Simoes, J. Y. Tourneret, M. A. Veganzones, G. Vivone, Q. Wei, and N. Yokoya
    • Journal Title

      IEEE Geoscience and Remote Sensing Magazine

      Volume: 3 Issue: 3 Pages: 27-46

    • DOI

      10.1109/mgrs.2015.2440094

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [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 Research-status Report
    • Peer Reviewed
  • [Presentation] Learning A low-coherence dictionary to address spectral variability for hyperspectral unmixing2017

    • Author(s)
      D. Hong, N. Yokoya, J. Chanussot, and X. X. Zhu
    • Organizer
      IEEE International Conference on Image Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multimodal, multitemporal, and multisource global data fusion for local climate zones classification based on ensemble learning2017

    • Author(s)
      N. Yokoya, P. Ghamisi, and J. Xia
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Graph-regularized coupled spectral unmixing for multisensor time-series analysis2016

    • Author(s)
      N. Yokoya, X. X. Zhu, and A. Plaza
    • Organizer
      IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
    • Place of Presentation
      LA, US
    • Year and Date
      2016-08-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Land-cover monitoring using time-series hyperspectral data via fractional-order Darwinian particle swarm optimization segmentation2016

    • Author(s)
      N. Yokoya and P. Ghamisi
    • Organizer
      IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
    • Place of Presentation
      LA, US
    • Year and Date
      2016-08-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Mapping land covers of Brussels capital region using spatially enhanced hyperspectral images2016

    • Author(s)
      J. C.-W. Chan and N. Yokoya
    • Organizer
      IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
    • Place of Presentation
      LA, US
    • Year and Date
      2016-08-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] The K-LLE algorithm for nonlinear dimensionality reduction of large-scale hyperspectral data2016

    • Author(s)
      D. Hong, N. Yokoya, and X. X. Zhu
    • Organizer
      IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
    • Place of Presentation
      LA, US
    • Year and Date
      2016-08-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Local manifold learning with robust neighbors selection for hyperspectral dimensionality reduction2016

    • Author(s)
      D. Hong, N. Yokoya, and X. X. Zhu
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Generalized-Hough-transform object detection using class-specific sparse representation for local-feature detection2015

    • Author(s)
      N. Yokoya and A. Iwasaki
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
    • Place of Presentation
      Milan, Italy
    • Year and Date
      2015-07-26
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Graph regularized coupled spectral unmixing for change detection2015

    • Author(s)
      N. Yokoya and X. X. Zhu
    • Organizer
      IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2015-06-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Remarks] Naoto YOKOYA

    • URL

      http://naotoyokoya.com

    • Related Report
      2017 Annual Research Report
  • [Remarks] Naoto YOKOYA

    • URL

      http://naotoyokoya.com/

    • Related Report
      2016 Research-status Report 2015 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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