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Accurate image registration based on image interpolation

Research Project

Project/Area Number 17560339
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Communication/Network engineering
Research InstitutionOsaka University

Principal Investigator

IIGUNI Youji  Osaka University, Graduate School of Engineering Science, Professor (80168054)

Co-Investigator(Kenkyū-buntansha) KAWAMURA Arata  Osaka University, Graduate School of Engineering Science, Assistant Professor (60362646)
NAKASHIZUKA Makoto  Osaka University, Graduate School of Engineering Science, Associate Professor (10251787)
Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,470,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥270,000)
Fiscal Year 2007: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2006: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2005: ¥1,300,000 (Direct Cost: ¥1,300,000)
Keywordsimage interpolation / matching parameters / radial basis function / DCT / FFT / subpixel accuracy / regularization / high resolution image / サブピクセル精度 / 補間 / ギブス現象 / 量子化誤差 / ナイキスト周波数 / 周波数応答
Research Abstract

Image interpolation is a method of reconstructing a continuous or discrete signal from a given digital image. Regularization is one of useful tools for image interpolation due to its excellent interpolation capability. We have proposed fast methods for two image interpolation problems by using the discrete cosine transform (DCT). We have shown that the frequency response of the radial basis function (RBF) interpolation is asymptotically equivalent to the ideal sinc interpolation, and that the RBF interpolation is closer to the ideal sinc interpolation than the cubic spline and Lanczos interpolations. The other problem is the high resolution (HR) image restoration, which restores the HR image from a downsampled low resolution image based on the regularization. We have shown that the downsampling process is expressed in a scalar form in the DCT domain, have derived the analytical solution to the HR restoration problem, hand have developed the fast computation method by using the DCT.
A matching parameter estimation method with subpixel accuracy is derived by using the RBF in-terpolation technique. The estimation method uses the RBF interpolation to generate the continuous images from the digital images taken from the same scene, and then minimizes a nonlinear cost function to estimate translation, rotation, scaling factor, and intensity change between images. The RBF inter-polation can generate accurate continuous images. We have introduced a Gaussian weighting function into the cost function to obtain a local estimate of the matching parameters around a specific region. We have analytically computed a double integral in the cost function, and have reduced the computational complexity of the optimization by noticing that the Gaussian function decays rapidly.

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (27 results)

All 2008 2007 2006 2005 Other

All Journal Article (19 results) (of which Peer Reviewed: 6 results) Presentation (6 results) Book (2 results)

  • [Journal Article] Image enlargement by nonlinear frequency extrapola-tion with morphological operators2008

    • Author(s)
      M., Shimizu, M., Nakashizuka, Y., Iiguni
    • Journal Title

      IEICE Trans. Fundamentals vol.E91-A, no.3

      Pages: 859-867

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A DCT based image restoration from a blurred and downsampled image2008

    • Author(s)
      Y., Abe, Y., Iiguni
    • Journal Title

      Chapter in "New Signal Processing Research" Nova Science Publishers

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Image enlargement by nonlinear frequency extrapolation with morphological operators2008

    • Author(s)
      M. Shimizu, M. Nakashizuka, Y. Iiguni
    • Journal Title

      IEICE Trans. Fundamentals E91-A3

      Pages: 859-867

    • NAID

      10026848208

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Image restoration from a downsampled image by using the DCT2007

    • Author(s)
      Y. Abe and Y. Iiguni,
    • Journal Title

      Signal Processing 87

      Pages: 2370-2380

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Image restoration from a downsampled image by using the DCT2007

    • Author(s)
      Y., Abe, Y., Iiguni
    • Journal Title

      Signal Processing vol.87, no.10

      Pages: 2370-2380

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Fast computation of the high resolution image restoration by using the dis-crete cosine transform2007

    • Author(s)
      Y., Abe, Y., Iiguni
    • Journal Title

      2007 Int. Conf. on Acoustics, Speech, and Sig-nal Processing(ICASSP2007) vol.I

      Pages: 745-748

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Speech enhancement based on MAP estimation using a variable speech distribution2007

    • Author(s)
      Y., Tsukamoto, A., Kawamura, Y., Iiguni
    • Journal Title

      IEICE 'flans. Fundamentals vol.E90-A, no.8

      Pages: 1587-1593

    • NAID

      110007540854

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Image restoration from a downsampled image by using the DCT2007

    • Author(s)
      Y. Abe and Y. Iiguni
    • Journal Title

      Signal Processing 87-10

      Pages: 2370-2380

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Speech Enhancement Based on MAP Estimation Using a Variable Speech Distribution2007

    • Author(s)
      Y. Tsukamoto, A. Kawamura, and Y. Iiguni
    • Journal Title

      IEICE Trans. Fundamentals E90-A・8

      Pages: 1587-1593

    • NAID

      110007540854

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Interpolation capability of the periodic RBF network2006

    • Author(s)
      Y. Abe and Y. Iiguni,
    • Journal Title

      IEE Proc. Vision, Image & Signal Processing 153

      Pages: 785-794

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Fast computation of RBF coefficient using FFT2006

    • Author(s)
      Y. Abe and Y. Iiguni,
    • Journal Title

      Signal Processing 86

      Pages: 2439-2446

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Fast computation of RBF coefficient using FFT2006

    • Author(s)
      Y., Abe, Y., Iiguni
    • Journal Title

      Signal Processing vol.86, no.10

      Pages: 3264-3274

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Interpolation capability of the periodic RBF network2006

    • Author(s)
      Y., Abe, Y., Iiguni
    • Journal Title

      IEE Proc. Vision, Image & Signal Processing vol.153, no.6

      Pages: 785-794

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] "Subpixel image registration by inter-polation" Manufacturing and Technology2006

    • Author(s)
      Y., Iiguni
    • Journal Title

      vol.58, no.4

      Pages: 55-57

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Interpolation capability of the periodic RBF network2006

    • Author(s)
      Y.Abe, Y.Iiguni
    • Journal Title

      IEE Proc. Vision, Image & Signal Processing 153・6

      Pages: 785-794

    • Related Report
      2006 Annual Research Report
  • [Journal Article] DCTを用いたダウンサンプリング画像の復元2006

    • Author(s)
      阿部良徳, 飯國洋二
    • Journal Title

      第21回信号処理シンポジウム講演論文集

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Fast computation of RBF coefficient using FFT2006

    • Author(s)
      Y.Abe, Y.Iiguni
    • Journal Title

      Signal Processing 86・10

      Pages: 3264-3274

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Interpolation capability of the periodic radial basis function2005

    • Author(s)
      Y.Abe, Y.Iiguni
    • Journal Title

      5th International Conference on Information, Communications and Signal Processing

      Pages: 1307-1310

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Fast computation of RBF coefficient using FFT

    • Author(s)
      Y.Abe, Y.Iiguni
    • Journal Title

      Signal Processing (掲載決定)

    • Related Report
      2005 Annual Research Report
  • [Presentation] RBFを用いた画像のサブピクセル位置ずれ推定2007

    • Author(s)
      藤井優, 阿部良徳, 飯國洋二
    • Organizer
      第20回計算力学講演会講演論文集
    • Place of Presentation
      京都府京田辺市
    • Year and Date
      2007-11-27
    • Related Report
      2007 Annual Research Report
  • [Presentation] RBFを用いた画像のサブピクセル位置ずれ推定2007

    • Author(s)
      藤井優, 阿部良徳, 飯國洋二
    • Organizer
      第20回計算力学講演会講演論文集
    • Place of Presentation
      京都
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Subpixel image registration using the RRBF2007

    • Author(s)
      Y., Fujii, Y., Abe, Y., Iiguni
    • Organizer
      JSME 20th Computational Mechanics Confer-ence
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Image restoration of downsampled images by using the DCT2006

    • Author(s)
      Y., Abe, Y., Iiguni
    • Organizer
      21th SIP Symposium
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Sinu-soidal noise reduction method using leaky LMS algorithm2006

    • Author(s)
      T., Washi, A., Kawamura, Y., Iiguni
    • Organizer
      Proc. of 2006 International Symposium on Intel-ligent Signal Processing and Communication Sys-tems(ISPACS2006)
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Interpolation capability of the periodic radial basis function2005

    • Author(s)
      Y., Abe, Y., Iiguni
    • Organizer
      5th International Conference on Information, Communications and Signal Processing(ICICS)
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Book] New Signal Processing Research2008

    • Author(s)
      Y. Abe and Y. Iiguni
    • Publisher
      Nova Science Publishers(印刷中)
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Book] Chapter in "New Signal Processing Research". Nova Science Publishers2008

    • Author(s)
      Y. Abe and Y. Iiguni
    • Publisher
      A DCT based image restoration from a blurred and downsampled image(印刷中)
    • Related Report
      2007 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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