On an Application of Lattice Integral Transforms in Image Processing
Michal Holčapek (),
Viec Bui Quoc and
Petr Ferbas
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Michal Holčapek: CE IT4I—IRAFM, University of Ostrava, 701 03 Ostrava, Czech Republic
Viec Bui Quoc: CE IT4I—IRAFM, University of Ostrava, 701 03 Ostrava, Czech Republic
Petr Ferbas: Varroc Lighting Systems, 702 00 Ostrava, Czech Republic
Mathematics, 2022, vol. 10, issue 21, 1-30
Abstract:
The lattice integral transforms have been introduced to generalize lower and upper fuzzy transforms for lattice-valued functions that are used to approximate original functions from below and above. They are defined in complete analogy with classical integral transforms, particularly, the product of a lattice-valued function and a fuzzy relation called the integral kernel is integrated by a Sugeno-like fuzzy integral. In the article, we first investigate the conditions under which lattice integral transforms preserve (reverse) constant functions, which appears to be a fundamental presumption for a successful approximation of lattice-valued functions. Further, we show how the lattice integral transforms can be applied in image processing, more specifically, in non-linear filtering, compression/decompression, and opening/closing of images. We demonstrate that the filters based on integral transforms generalize the popular median filter as well as minimum and maximum filters, and also opening and closing defined using fuzzy morphological erosion and dilation. We illustrate the proposed methods in various selected images.
Keywords: integral transform; lattice fuzzy transform; residuated lattice; integral kernel; Sugeno-like fuzzy integral (search for similar items in EconPapers)
JEL-codes: C (search for similar items in EconPapers)
Date: 2022
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