Minimum Sobolev Norm Schemes and Applications in Image Processing

نویسندگان

  • S. Chandrasekaran
  • K. R. Jayaraman
  • J. Moffitt
  • H. N. Mhaskar
  • S. Pauli
  • Karthik Jayaraman Raghuram
  • Karthik Jayaraman
چکیده

This paper describes an extension of the Minimum Sobolev Norm interpolation scheme to an approximation scheme. A fast implementation of the MSN interpolation method using the methods for Hierarchical Semiseparable (HSS) matrices is described and experimental results are provided. The approximation scheme is introduced along with a numerically stable solver. Several numerical results are provided comparing the interpolation scheme, the approximation scheme and Thin Plate Splines. A method to decompose images into smooth and rough components is presented. A metric that could be used to distinguish edges and textures in the rough component is also introduced. Suitable examples are provided for both the above.

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تاریخ انتشار 2009