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Analysis of SAR images using fractal dimension estimated by wavelet technique

Research Project

Project/Area Number 09650501
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 計測・制御工学
Research InstitutionThe Institute of Space and Astronautical Science

Principal Investigator

HIROSAWA Haruto  The Institute of Space and Astronautical Science, Research Devision for Space Applications, Professor, 衛星応用工学研究系, 教授 (50013644)

Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥2,400,000 (Direct Cost: ¥2,400,000)
Fiscal Year 1998: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1997: ¥1,800,000 (Direct Cost: ¥1,800,000)
Keywordssynthetic aperture radar / texture / speckle / fractal dimension / fractional Brownian motion / wavelet / multiresolution analysis / polarization / リモートセンシング
Research Abstract

Understanding of the statistical properties of synthetic aperture radar (SAR) images is important for many applications. The intensity of SAR images fluctuates spatially by the multiplicative interaction of speckle and texture. Texture originates from the scene-dependent spatial variability, and contains useful information about targets. In this work, for a texture feature fractal dimension was considered.
The fractional Brownian motion (fBm) is known to be a typical model for stochastically fractal processes. Recently, P.Flandrin introduced the method that estimates the Hurst parameter of a one-dimensional (1-D) fBm, which is directly related to the fractal dimension, by wavelet-based multiresolution analysis. We extended the method to the 2-D case, and showed that the Hurst parameter of a 2-D image can be estimated in the same procedure as the l-D case.
Then the method was applied to actual SAR images. The results revealed that the SAR images were well modeled by the mm's, and the fractal dimensions of the SAR images were different in frequency bands and polarization channels. Since the fractal dimension is considered to feature the surface roughness intuitively, the results indicate that the manner of describing the roughness differs with frequency and polarization.
Furthermore we studied the relation between texture and system resolution, In these years, the resolution of SAR systems has been enhanced remarkably. The statistical model of high resolution data, however, is not fully established. So we examined the validity of the product model of texture and speckle for high resolution images before measuring their fractal dimension. In this analysis, the full polarimetric datasets were used, so that the relation between texture and polarization was investigated.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (21 results)

All Other

All Publications (21 results)

  • [Publications] S.Fukuda and H.Hirosawa: "Multiresolution Analysis and Processing of Synthetic Aperture Radar Images Using Wavelets" 1997 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'97) Proceedings. 3. 1187-1189 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田盛介, 廣澤春任: "ウェーブレットによる多重パラメータSAR画像のフラクタル次元推定の試み" 電子情報通信学会技術研究報告[宇宙航行エレクトロニクス(SANE)]. 96. 59-65 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田盛介, 廣澤春任: "多重解像度解析に基づく合成開口レーダ画像のフラクタル次元推定の検討" 電子情報通信学会1997年総合大会講演論文集. 通信1. 218 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukada,K.Suwa,and H.Hirosawa: "Texture and Statistical Distribution in High Resolution Polarimetric SAR Images" 1999 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'99)Proceedings(発表予定). (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: "Land Cover Classification from Multifrequency Polarimetric Synthetic Aperture Radar Data Using Wavelet-Based Textural Information" 1998 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'99)Proceedings. 1. 357-359 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: "A Speckle-Reduced SAR Image by Wavelet-Based Method and Its First-Order Statistics" Proceedings of the 1998 International Symposium of Noise Reduction for Imaging and Communication Systems(ISNIC-98). 277-282 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: ""Multiresolution Analysis and Processing of Synthetic Aperture Radar Images Using Wavelets"" 1997 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'97) Proceedings. vol.3. 1187-1189 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: ""An Estimation of Fractal Dimension of Multi-Parameter SAR Images Using Wavelets"" Technical Report of IEICE (SANE). vol.96, no.547. 59-65 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: ""A Study on Estimating Fractal Dimension of Synthetic Aperture Rader Images Based on Multiresolution Analysis"" Proceedings of the 1997 IEICE General Conference. vol.2. 218 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda, K.Suwa, and H.Hirosawa: ""Texture and Statistical Distribution in High Resolution Polarimetric SAR Images"" 1999 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'99) Proceedings. (to be appeared).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: ""Land Cover Classification from Multifrequency Polarimetric Synthetic Aperture Radar Data Using Wavelet-Based Textural Information"" 1998 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'98) Proceedings. vol.1. 357-359 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: ""A Speckle-Reduced SAR Image by Wavelet-Based Method and Its First-Order Statistics"" Proceedings of the 1998 International Symposium of Noise Reduction for Imaging and Communication Systems (ISNIC-98). 277-282 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Fukuda and H.Hirosawa: "Multiresolution Analysis and Processing of Synthetic Aperture Radar Images Using Wavelets" 1997 IEEE International Geoscience and Remote Sensing Symposium(IGARSS'97)Proceedings. 3. 1187-1189 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] 福田盛介,廣澤春任: "ウェーブレットによる多重パラメータSAR画像のフラクタル次元推定の試み" 電子情報通信学会技術研究報告[宇宙航行エレクトロニクス(SANE)]. 96・547. 59-65 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] 福田盛介,廣澤春任: "多重解像度解析に基づく合成開口レーダ画像のフラクタル次元推定の検討" 電子情報通信学会1997年総合大会講演論文集. 通信1. 218 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] S.Fukuda,K.Suwa,and H.Hirosawa: "Texture and Statistical Distribution in High Resolution Polarimetric SAR Images" 1999 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'99)Proceedings. (発表予定). (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] S.Fukuda and H.Hirosawa: "Land Cover Classification from Multifrequency Polarimetric Synthetic Aperture Radar Data Using Wavelet-Based Textural Information" 1998 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'98)Proceedings. 1. 357-359 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] S.Fukuda and H.Hirosawa: "A Speckle-Reduced SAR Image by Wavelet-Based Method and Its First-Order Statistics" Proceedings of the 1998 International Symposium of Noise Reduction for Imaging and Communication Systems(ISNIC-98). 277-282 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] S.Fukuda and H.Hirosawa: "Multiresolution Analysis and Processing of Synthetic Aperture Radar Images Using Wavelets" 1997 IEEE International Geoscience and Remote Sensing Symposium (IGARSS'97)Proceedings. 3. 1187-1189 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 福田盛介, 廣澤春任: "ウェーブレットによる多重パラメータSAR画像のフラクタル次元推定の試み" 電子情報通信学会技術研究報告[宇宙航行エレクトロニクス(SANE)]. 96・547. 59-65 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 福田盛介, 廣澤春任: "多重解像度解析に基づく合成開口レーダ画像のフラクタル次元推定の検討" 電子情報通信学会1997年総合大会講演論文集. 通信1. 218 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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