Image edge detection using pseudo-Boolean polynomials

Tendai Mapungwana Chikake; Boris Goldengorin

doi:10.1117/12.3023452

3 April 2024 Image edge detection using pseudo-Boolean polynomials

Tendai Mapungwana Chikake, Boris Goldengorin

Proceedings Volume 13072, Sixteenth International Conference on Machine Vision (ICMV 2023); 130720O (2024) https://doi.org/10.1117/12.3023452
Event: Sixteenth International Conference on Machine Vision (ICMV 2023), 2023, Yerevan, Armenia

Abstract

We introduce a novel approach for image edge detection based on calculating pseudo-Boolean polynomials on image patches whose resulting polynomial degrees determine whether a patch lies over an edge or a blob. In this paper we show that patches covering edge regions within the image result in pseudo-Boolean polynomials of higher degrees compared to patches that cover blob regions. The proposed approach is based on reduction of polynomial degree and equivalence properties of penalty-based pseudo-Boolean polynomials.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Tendai Mapungwana Chikake and Boris Goldengorin "Image edge detection using pseudo-Boolean polynomials", Proc. SPIE 13072, Sixteenth International Conference on Machine Vision (ICMV 2023), 130720O (3 April 2024); https://doi.org/10.1117/12.3023452

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