Sampling Bounds for 2-D Vector Field Tomography

  • Authors:
  • Archontis Giannakidis;Maria Petrou

  • Affiliations:
  • Faculty of Engineering and Physical Sciences, University of Surrey, Guildford, UK GU2 7XH;Department of Electrical and Electronic Engineering, Imperial College, London, UK SW7 2AZ

  • Venue:
  • Journal of Mathematical Imaging and Vision
  • Year:
  • 2010

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Abstract

The tomographic mapping of a 2-D vector field from line-integral data in the discrete domain requires the uniform sampling of the continuous Radon domain parameter space. In this paper we use sampling theory and derive limits for the sampling steps of the Radon parameters, so that no information is lost. It is shown that if Δx is the sampling interval of the reconstruction region and x max驴 is the maximum value of domain parameter x, the steps one should use to sample Radon parameters 驴 and 驴 should be: $\Delta\rho\leq\Delta x/\sqrt{2}$ and $\Delta\theta\leq\Delta x/((\sqrt{2}+2)|x_{\max}|)$ . Experiments show that when the proposed sampling bounds are violated, the reconstruction accuracy of the vector field deteriorates. We further demonstrate that the employment of a scanning geometry that satisfies the proposed sampling requirements also increases the resilience to noise.