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An Approach to Colour Morphological Supremum Formation using the LogSumExp Approximation

arXiv 2312.13792 ↗First posted 21 Dec 2023cs.CVcited by 2

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Abstract (arXiv)

Mathematical morphology is a part of image processing that has proven to be fruitful for numerous applications. Two main operations in mathematical morphology are dilation and erosion. These are based on the construction of a supremum or infimum with respect to an order over the tonal range in a certain section of the image. The tonal ordering can easily be realised in grey-scale morphology, and some morphological methods have been proposed for colour morphology. However, all of these have certain limitations. In this paper we present a novel approach to colour morphology extending upon previous work in the field based on the Loewner order. We propose to consider an approximation of the supremum by means of a log-sum exponentiation introduced by Maslov. We apply this to the embedding of an RGB image in a field of symmetric 2×2 matrices. In this way we obtain nearly isotropic matrices representing colours and the structural advantage of transitivity. In numerical experiments we highlight some remarkable properties of the proposed approach.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 0 of its 19 references that are in the map. First posted on arXiv 21 Dec 2023.

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