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Development of a method to extract urban areas using satellite SAR and airborne LiDAR for the purpose of extracting districts damaged by disasters

Research Project

Project/Area Number 24760412
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Civil engineering project/Traffic engineering
Research InstitutionKyoto University

Principal Investigator

SUSAKI Junichi  京都大学, 工学研究科, 准教授 (90327221)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2014: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2012: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywordsリモートセンシング / 合成開口レーダ / 航空機LiDAR / 3次元モデリング / 都市 / 建物 / 衛星SAR / LiDAR / 建物密度 / 被災建物 / 都市域 / 被災状況 / 衛星画像 / 合成開口レーダ(SAR) / 航空機レーザ(LiDAR) / 災害
Outline of Final Research Achievements

In this research, we aimed to develop a method to extract urban areas using satellite SAR and airborne LiDAR for the purpose of extracting districts damaged by disasters. First, we developed a method to extract urban areas from satellite SAR images, that is robust to polarization orientation angle, and then proposed a method to estimate urban densities. Next, we developed a method to detect land cover changes by using polarimetric SAR images and optical images. Then, we proposed a method to automatically estimate urban landscape indices from airborne LiDAR data and images as by-product of three-dimensional building modeling. Finally, we developed a method to extract buildings damaged by disasters by using point clouds generated from aerial images.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (54 results)

All 2015 2014 2013 2012 Other

All Journal Article (31 results) (of which Peer Reviewed: 31 results) Presentation (19 results) Book (1 results) Remarks (3 results)

  • [Journal Article] 航空機計測を用いた市街地における緑視率の推定2015

    • Author(s)
      小宮佑登・須﨑純一
    • Journal Title

      土木学会論文誌D1

      Volume: 7 Pages: 1-9

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Region-based automatic mapping of tsunami-damaged buildings using multi-temporal aerial images2015

    • Author(s)
      Junichi Susaki
    • Journal Title

      Natural Hazards

      Volume: 76 Issue: 1 Pages: 397-420

    • DOI

      10.1007/s11069-014-1498-4

    • NAID

      120005650276

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of DSM accuracy using multi temporal ALOS/PRISM triplet images2015

    • Author(s)
      Junichi Susaki and Hotsuma Kishimoto
    • Journal Title

      ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences

      Volume: II-3/W4 Pages: 223-230

    • DOI

      10.5194/isprsannals-ii-3-w4-223-2015

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-scale based extraction of vegetation from terrestrial LiDAR data for assessing local landscape2015

    • Author(s)
      Takuhiro Wakita and Junichi Susaki
    • Journal Title

      ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences

      Volume: II-3/W4 Pages: 263-270

    • DOI

      10.5194/isprsannals-ii-3-w4-263-2015

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Delineation and counting of buildings in aerial images2014

    • Author(s)
      Junichi Susaki
    • Journal Title

      Proceedings of 2014 8th IAPR Workshop on Pattern Recognition in Remote Sensing

      Volume: * Pages: 1-4

    • DOI

      10.1109/prrs.2014.6914286

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of green ratio index using airborne LiDAR and aerial images2014

    • Author(s)
      Junichi Susaki and Yuto Komiya
    • Journal Title

      Proceedings of 2014 8th IAPR Workshop on Pattern Recognition in Remote Sensing

      Volume: * Pages: 1-4

    • DOI

      10.1109/prrs.2014.6914284

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of Lattice Openings of Buildings from Terrestrial LiDAR2014

    • Author(s)
      Junichi Susaki
    • Journal Title

      Proceedings of 2014 8th IAPR Workshop on Pattern Recognition in Remote Sensing

      Volume: * Pages: 1-4

    • DOI

      10.1109/prrs.2014.6914285

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optical and SAR data integration for automatic change pattern detection2014

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Journal Title

      ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences

      Volume: II-7 Pages: 39-46

    • DOI

      10.5194/isprsannals-ii-7-39-2014

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Isolated broad leaf tree effective leaf area index retrieving using terrestrial laser scanner2014

    • Author(s)
      Shengye Jin, Masayuki Tamura and Junichi Susaki
    • Journal Title

      ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences

      Volume: II-7 Pages: 23-30

    • DOI

      10.5194/isprsannals-ii-7-23-2014

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Incorporating uncertainty into Markov Random Field classification with the combine use of optical and SAR images and adaptive fuzzy mean vector2014

    • Author(s)
      Duminda Welikanna, Masayuki Tamura and Junichi Susaki
    • Journal Title

      ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences

      Volume: II-7 Pages: 89-96

    • DOI

      10.5194/isprsannals-ii-7-89-2014

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 日照条件に頑健な交通流動画像からの四輪車の自動抽出手法の開発2014

    • Author(s)
      須﨑純一
    • Journal Title

      土木学会論文誌D3

      Volume: 70 Pages: 211-226

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Calculation of enclosure index for assessing urban landscapes using digital surface models2014

    • Author(s)
      Junichi Susaki, Yuto Komiya and Kenryo Takahashi
    • Journal Title

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

      Volume: 7 Issue: 10 Pages: 4038-4045

    • DOI

      10.1109/jstars.2013.2271380

    • NAID

      120005530973

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sensitivity analysis for L-band polarimetric descriptors and fusion for urban land cover change detection2014

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Journal Title

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

      Volume: 70 Issue: 10 Pages: 4231-4242

    • DOI

      10.1109/jstars.2014.2354675

    • NAID

      120005530972

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Urban density mapping of global megacities from polarimetric SAR images2014

    • Author(s)
      Junichi Susaki, Muneyoshi Kajimoto and Masaaki Kishimoto
    • Journal Title

      Remote Sensing of Environment

      Volume: 155 Pages: 334-348

    • DOI

      10.1016/j.rse.2014.09.006

    • NAID

      120005522515

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 航空写真と航空機LiDARを用いた密集市街地の建物境界線の自動抽出2014

    • Author(s)
      須﨑純一
    • Journal Title

      土木学会論文誌F3

      Volume: 70

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Automatic GCP extraction of fully polarimetric SAR images2014

    • Author(s)
      Chureesampant Kamolratn and Junichi Susaki
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: 52 Issue: 1 Pages: 137-148

    • DOI

      10.1109/tgrs.2012.2236890

    • NAID

      120005537584

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 建物モデルの属性データ生成における近接写真測量を用いた建物開口部の抽出2014

    • Author(s)
      須﨑純一・黒川雄太
    • Journal Title

      土木学会論文誌F3

      Volume: 69

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 航空機LiDARを用いた囲繞度の推定手法の開発2013

    • Author(s)
      小宮佑登・須﨑純一・上田ゆかり
    • Journal Title

      土木学会論文誌F3

      Volume: 68

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of enclosure index in urban areas using airborne LiDAR2013

    • Author(s)
      Junichi Susaki, Yuto Komiya, Yukari Ueda and Bhogendra Mishra
    • Journal Title

      Proceedings of Joint Urban Remote Sensing Event (JURSE) 2013

      Volume: なし Pages: 1-4

    • DOI

      10.1109/jurse.2013.6550651

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of method to automatically select passpoints for close range photogrammetry in dense urban areas2013

    • Author(s)
      Junichi Susaki, Yuki Ota and Bhogendra Mishra
    • Journal Title

      Proceedings of Joint Urban Remote Sensing Event (JURSE) 2013

      Volume: なし Pages: 5-8

    • DOI

      10.1109/jurse.2013.6550652

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Unsupervised change detection in an urban environment using multitemporal PolSAR images2013

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Journal Title

      Proceedings of Joint Urban Remote Sensing Event (JURSE) 201

      Volume: なし Pages: 45-48

    • DOI

      10.1109/jurse.2013.6550662

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Urban density estimation from polarimetric SAR images based on a POA correction method2013

    • Author(s)
      Muneyoshi Kajimoto and Junichi Susaki
    • Journal Title

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

      Volume: 6 Issue: 3 Pages: 1418-1429

    • DOI

      10.1109/jstars.2013.2255584

    • NAID

      120005539295

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Rice-planted area mapping using small sets of multi-temporal SAR data2013

    • Author(s)
      Kanae Miyaoka, Masayasu Maki, Junichi Susaki, Koki Homma, Keigo Noda and Kazuo Oki
    • Journal Title

      IEEE Geoscience and Remote Sensing Letters

      Volume: 10 Issue: 6 Pages: 1507-1511

    • DOI

      10.1109/lgrs.2013.2261049

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Knowledge-based modeling of buildings in dense urban areas by combining airborne LiDAR data and aerial images2013

    • Author(s)
      Junichi Susaki
    • Journal Title

      Remote Sensing

      Volume: 5 Issue: 11 Pages: 5944-5968

    • DOI

      10.3390/rs5115944

    • NAID

      120005537586

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Coupling of thresholding and region growing algorithm for change detection in SAR images2013

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Journal Title

      Progress in Electromagnetic Research

      Volume: 143 Pages: 519-544

    • NAID

      120005549947

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Urban-area extraction from polarimetric SAR images using polarization orientation angle2013

    • Author(s)
      Muneyoshi Kajimoto and Junichi Susaki
    • Journal Title

      IEEE Geoscience and Remote Sensing Letters

      Volume: 10 Pages: 337-341

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Automatic GCP Extraction of Fully Polarimetric SAR Images2013

    • Author(s)
      Chureesampant Kamolratn and Junichi Susaki
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: -

    • NAID

      120005537584

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Adaptive slope filtering of airborne LiDAR data in urban areas for digital terrain model (DTM) Generation2012

    • Author(s)
      Junichi Susaki
    • Journal Title

      Remote Sensing

      Volume: 4 Issue: 6 Pages: 1804-1819

    • DOI

      10.3390/rs4061804

    • NAID

      120004770227

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multi-temporal SAR and optical data combination with textural measures for land cover classification2012

    • Author(s)
      Chureesampant Kamolratn and Junichi Susaki
    • Journal Title

      写真測量とリモートセンシング

      Volume: 51 Pages: 211-223

    • NAID

      10031048267

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Generation of pseudo-fully polarimetric data from dual polarimetric data for land cover classification2012

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Journal Title

      Proceedings of International Conference on Computer Vision in Remote Sensing (CVRS) 2012

      Volume: - Pages: 262-267

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Quantitative comparison of unsupervised change detection capability in multiple polarimetric SAR data2012

    • Author(s)
      Chureesampant Kamolratn and Junichi Susaki
    • Journal Title

      写真測量とリモートセンシング

      Volume: 51 Pages: 342-357

    • NAID

      10031145332

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Urban area extraction using airborne X-band fully polarimetric Pi-SAR2 imagery2015

    • Author(s)
      Junichi Susaki and Masaaki Kishimoto
    • Organizer
      PIA15+HHRIGI15
    • Place of Presentation
      Munich, Germany
    • Year and Date
      2015-03-25 – 2015-03-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] 航空写真からの建物数の自動推定2014

    • Author(s)
      須﨑純一
    • Organizer
      土木情報学シンポジウム講演会
    • Place of Presentation
      土木学会
    • Year and Date
      2014-09-24 – 2014-09-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] SAR and optical data fusion for land use and cover change detection2014

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2014
    • Place of Presentation
      Quebec, Canada
    • Year and Date
      2014-07-13 – 2014-07-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 多偏波SAR画像を用いた世界のメガシティにおける都市密度推定2014

    • Author(s)
      須﨑純一・岸本将明・梶本宗義
    • Organizer
      日本写真測量学会
    • Place of Presentation
      東京大学生産技術研究所
    • Year and Date
      2014-05-22 – 2014-05-23
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic extraction of buildings damaged by Tsunami following 2011 East Japan Earthquake using aerial images2013

    • Author(s)
      Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2013
    • Place of Presentation
      Melbourne, Australia
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic thresholding for land cover change detection in SAR images2013

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2013
    • Place of Presentation
      Melbourne, Australia
    • Related Report
      2013 Research-status Report
  • [Presentation] Global urban mapping using building density from polarimetric SAR images with POA correction2013

    • Author(s)
      Muneyoshi Kajimoto and Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2013
    • Place of Presentation
      Melbourne, Australia
    • Related Report
      2013 Research-status Report
  • [Presentation] Urban and suburban change detection using multitemporal polarimetric SAR images2013

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Organizer
      34th Asian Conference on Remote Sensing (ACRS)
    • Place of Presentation
      Bali, Indonesia
    • Related Report
      2013 Research-status Report
  • [Presentation] Modeling of buildings in dense urban areas from airborne LiDAR and aerial photograph2012

    • Author(s)
      Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2012
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Research-status Report
  • [Presentation] Development of building segmentation algorithm for dense urban areas from aerial photograph2012

    • Author(s)
      Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2012
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Research-status Report
  • [Presentation] Land cover classification using multi-temporal SAR data and optical data fusion with adaptive training sample selection2012

    • Author(s)
      Chureesampant Kamolratn and Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2012
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Research-status Report
  • [Presentation] Automatic unsupervised change detection using multi-temporal polarimetric SAR data2012

    • Author(s)
      Chureesampant Kamolratn and Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2012
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Research-status Report
  • [Presentation] Urban density estimation from polarimetric SAR images using polarization orientation angle2012

    • Author(s)
      Muneyoshi Kajimoto and Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2012
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Research-status Report
  • [Presentation] Non-linear correction of polarization orientation for the application of ICA to PolSAR imagery2012

    • Author(s)
      Takuma Anahara, Michael Schmitt, Junichi Susaki
    • Organizer
      International Geoscience and Remote Sensing Symposium (IGARSS) 2012
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Research-status Report
  • [Presentation] Land cover classification comparisons among dual polarimetric, pseudo-fully polarimetric and fully polarimetric SAR imagery2012

    • Author(s)
      Bhogendra Mishra and Junichi Susaki
    • Organizer
      2012 SPIE Asia-Pacific Remote Sensing
    • Place of Presentation
      Kyoto, Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Automatic generation of building models in dense urban areas using airborne LiDAR and aerial photograph2012

    • Author(s)
      Junichi Susaki
    • Organizer
      33rd Asian Conference on Remote Sensing (ACRS)
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2012 Research-status Report
  • [Presentation] Automatic detection and tracking of motorcycles and cars from mixed traffic flow2012

    • Author(s)
      Hiromasa Kubo and Junichi Susaki
    • Organizer
      33rd Asian Conference on Remote Sensing (ACRS)
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2012 Research-status Report
  • [Presentation] 航空機LiDARと航空写真を併用した3次元建物モデリング2012

    • Author(s)
      須﨑純一
    • Organizer
      平成24年度日本写真測量学会年次学術講演会
    • Place of Presentation
      東京
    • Related Report
      2012 Research-status Report
  • [Presentation] Data fusion with improved training sample selection for land cover classification2012

    • Author(s)
      Chureesampant Kamolratn, Junichi Susaki
    • Organizer
      平成24年度日本写真測量学会年次学術講演会
    • Place of Presentation
      東京
    • Related Report
      2012 Research-status Report
  • [Book] 空間情報学(土木・環境系コアテキストシリーズE-5)2013

    • Author(s)
      須﨑純一・畑山満則
    • Total Pages
      224
    • Publisher
      コロナ社
    • Related Report
      2013 Research-status Report
  • [Remarks] 須﨑純一のホームページ

    • URL

      http://www.envinfo.uee.kyoto-u.ac.jp/user/susaki/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 須崎純一のホームページ

    • URL

      http://www.envinfo.uee.kyoto-u.ac.jp/user/susaki/

    • Related Report
      2013 Research-status Report
  • [Remarks] 須崎純一のWebサイト

    • URL

      http://www.envinfo.uee.kyoto-u.ac.jp/user/susaki/

    • Related Report
      2012 Research-status Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

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