Order Space-Based Morphology for Color Image Processing

HANDLE Open Access
  • Sun, Shanqian
    Department of Media Design, Faculty of Design, Kyushu University
  • Huang, Yunjia
    Department of Media Design, Faculty of Design, Kyushu University
  • Inoue, Kohei
    Department of Media Design, Faculty of Design, Kyushu University
  • Hara, Kenji
    Department of Media Design, Faculty of Design, Kyushu University

Description

Mathematical morphology is a fundamental tool based on order statistics for image processing, such as noise reduction, image enhancement and feature extraction, and is well-established for binary and grayscale images, whose pixels can be sorted by their pixel values, i.e., each pixel has a single number. On the other hand, each pixel in a color image has three numbers corresponding to three color channels, e.g., red (R), green (G) and blue (B) channels in an RGB color image. Therefore, it is difficult to sort color pixels uniquely. In this paper, we propose a method for unifying the orders of pixels sorted in each color channel separately, where we consider that a pixel exists in a three-dimensional space called order space, and derive a single order by a monotonically nondecreasing function defined on the order space. We also fuzzify the proposed order space-based morphological operations, and demonstrate the effectiveness of the proposed method by comparing with a state-of-the-art method based on hypergraph theory. The proposed method treats three orders of pixels sorted in respective color channels equally. Therefore, the proposed method is consistent with the conventional morphological operations for binary and grayscale images.

Journal

  • Journal of Imaging

    Journal of Imaging 9 (7), 139-, 2023-07-07

    MDPI (Multidisciplinary Digital Publishing Institute)

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Details 詳細情報について

  • CRID
    1050299981545231232
  • ISSN
    2313433X
  • HANDLE
    2324/7174308
  • Text Lang
    en
  • Article Type
    journal article
  • Data Source
    • IRDB

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