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Local visual pyramids for image segmentation

机译:用于图像分割的本地视觉金字塔

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摘要

A new concept that uses a pyramidal approach in image segmentation is proposed. The method introduces local visual pyramids in reply to inherent limitations of the classical pyramidal structure (e.g. concerning small or elongated objects). the aim of local visual pyramids is to simulate the human vision in its attention focusing processes through an individual and a convtextual analysis. Actually, a local visual pyramid is a hierarchy of fine to coarse resolution versions of an image where the resolution decrease twofold between consecutive levels. The kernel of such a pyramid is defined using the distribution of human visual acuity i.e. the kernel weights visual information roughly by an inverse function of the visual angle. Such an approach allows to improve the precision and the robustness of pyramid-based segmentation processes.
机译:提出了一种在图像分割中使用金字塔方法的新概念。该方法介绍了局部视觉金字塔的回答,以回复经典金字塔结构的内在局限(例如,关于小或细长物体)。本地视觉金字塔的目的是通过个人和陈述分析来模拟其关注的人类视力。实际上,本地视觉金字塔是对图像的粗糙分辨率版本的精细分辨率的层次结构,其中分辨率在连续级别之间的两倍降低。这种金字塔的内核是使用人类视力的分布定义的,即通过视角的逆函数大致地定义了人类视力的分布。这种方法允许提高基于金字塔的分割过程的精度和鲁棒性。

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