A radial basis function for registration of local features in images

  • Authors:
  • Asif Masood;Adil Masood Siddiqui;Muhammad Saleem

  • Affiliations:
  • Department of Computer Science and Engineering, University of Engineering and Technology, Lahore, Pakistan;Department of Electrical Engineering, University of Engineering and Technology, Lahore, Pakistan;Department of Electrical Engineering, University of Engineering and Technology, Lahore, Pakistan

  • Venue:
  • PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
  • Year:
  • 2007

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Abstract

Image registration based on landmarks and radial basis functions (e.g. thin plate splines) results in global changes and deformation spreads over the entire resampled image. This paper presents a radial basis function for registration of local changes. The proposed research was based on study/analysis of profile for different radial basis functions, supporting local changes. The proposed function was designed to overcome the weaknesses, observed in other radial basis functions. The results are analyzed/compared on the basis of different properties and parameters discussed in this paper. Experimental results show that the proposed function improves the registration accuracy.