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Efficient method of pixel neighborhood traversal

机译:像素邻域遍历的有效方法

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摘要

The processing of a pixel neighborhood is a common operation in image processing. Therefore, a flexible, computationally efficient and easy-to-use strategy for neighborhood traversal is required. In this paper, a new neighborhood traversal method and its implementation in C++ are presented. In the proposed method, the pixel neighbor access is organized without boundary checks and without image extension, which yields to significant improvements of computational efficiency. The method is based on a partition of the image domain, for which valid neighbor pixel offsets can be precomputed for each subset. The proposed C++ implementation is based on generic programming and can handle images of arbitrary dimensionality. It hides all implementation details from the user and can be extended in order to support additional boundary conditions. The evaluation demonstrates that the proposed method is considerably faster than neighborhood traversal implementations from other libraries.
机译:像素邻域的处理是图像处理中的常见操作。因此,需要一种灵活,计算高效且易于使用的邻域遍历策略。本文提出了一种新的邻域遍历方法及其在C ++中的实现。在提出的方法中,没有边界检查和图像扩展的情况下组织了像素邻居访问,这大大提高了计算效率。该方法基于图像域的分区,对于该分区,可以针对每个子集预先计算有效的相邻像素偏移。所提出的C ++实现基于通用编程,并且可以处理任意维度的图像。它向用户隐藏了所有实施细节,并且可以扩展以支持其他边界条件。评估表明,所提出的方法比其他库中的邻域遍历实现要快得多。

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