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28 August 1995 Orthogonal-function-based image filtering and edge detection
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Proceedings Volume 2620, International Conference on Intelligent Manufacturing; (1995) https://doi.org/10.1117/12.217453
Event: International Conference on Intelligent Manufacturing, 1995, Wuhan, China
Abstract
Filtering and edge detection are widely used in image processing and computer vision. The following problems are important: computational complexity, precision, possibility to be realized in parallel, and detecting edges with a subpixel precision. By use of orthogonal polynomial theory, we propose in the present paper a new realization of image filters and their derivatives for edge detection, with a reduced and constant complexity and a good precision. In particular, we present the Hermite integration to realize Gaussian filters and the Laguerre integration for Shen-Castan filters. We show that the output of these filters can be calculated by the weighted sum of the signal values at positions determined by the roots of orthogonal polynomials. Generalization to M-D cases and to derivative calculation for edge detection, and the implementation in discrete cases are presented as well. Our method is implemented and tested for computer-generated and real images, the experimental results are satisfactory.
© (1995) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Jun Shen, Wei Shen, and Dan-Fei Shen "Orthogonal-function-based image filtering and edge detection", Proc. SPIE 2620, International Conference on Intelligent Manufacturing, (28 August 1995); https://doi.org/10.1117/12.217453
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