提出一种新方法解决彩色图像形态学中颜色排序难题。
Colour Morphological Distance Ordering based on the Log-Exp-Supremum
- 用对数-指数-上确界理论结合颜色距离定义颜色顺序
- 避免传统方法产生的假色问题,结果更稳定可靠
- 适合图像处理、计算机视觉领域研究人员使用
数学形态学是图像处理的重要分支,其核心操作如膨胀和腐蚀依赖于像素邻域内灰度值的上确界或下确界。在灰度图像中,亮度顺序明确;但在彩色图像中,缺乏全局一致的颜色序关系,导致现有方法均存在局限性。本文将颜色矩阵的对数-指数-上确界理论与洛弗纳半序结合,并引入经典的色彩距离作为预序关系,以该上确界为参考计算颜色距离。在此基础上,通过词典序级联构建全序,确保唯一解。该方法旨在从结构元素中识别最接近上确界的原始颜色,满足多项理想性质,有效规避假色问题。通过合成与自然图像的膨胀和闭运算实例,验证了所提算子的有效性和鲁棒性。
原文摘要 · Abstract (English)
Mathematical morphology, a field within image processing, includes various filters that either highlight, modify, or eliminate certain information in images based on an application's needs. Key operations in these filters are dilation and erosion, which determine the supremum or infimum for each pixel with respect to an order of the tonal values over a subset of the image surrounding the pixel. This subset is formed by a structuring element at the specified pixel, which weighs the tonal values. Unlike grey-scale morphology, where tonal order is clearly defined, colour morphology lacks a definitive total order. As no method fully meets all desired properties for colour, because of this difficulty, some limitations are always present. This paper shows how to combine the theory of the log-exp-supremum of colour matrices that employs the Loewner semi-order with a well-known colour distance approach in the form of a pre-ordering. The log-exp-supremum will therefore serve as the reference colour for determining the colour distance. To the resulting pre-ordering with respect to these distance values, we add a lexicographic cascade to ensure a total order and a unique result. The objective of this approach is to identify the original colour within the structuring element that most closely resembles a supremum, which fulfils a number of desired properties. Consequently, this approach avoids the false-colour problem. The behaviour of the introduced operators is illustrated by application examples of dilation and closing for synthetic and natural images.
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