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An Irregular Pyramid for Multi-scale Analysis of Objects and Their Parts

机译:用于对象及其零件多尺度分析的不规则金字塔

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摘要

We present an irregular image pyramid which is derived from multi-scale analysis of segmented watershed regions. Our framework is based on the development of regions in the Gaussian scale-space, which is represented by a region hierarchy graph. Using this structure, we are able to determine geometrically precise borders of our segmented regions using a region focusing. In order to handle the complexity, we select only stable regions and regions resulting from a merging event, which enables us to keep the hierarchical structure of the regions. Using this framework, we are able to detect objects of various scales in an image. Finally, the hierarchical structure is used for describing these detected regions as aggregations of their parts. We investigate the usefulness of the regions for interpreting images showing building facades with parts like windows, balconies or entrances.
机译:我们提出了一个不规则的图像金字塔,它是从分割流域区域的多尺度分析中得出的。我们的框架基于高斯比例空间中区域的发展,该区域由区域层次图表示。使用这种结构,我们可以使用区域聚焦来确定分割区域的几何精确边界。为了处理复杂性,我们仅选择稳定区域和合并事件产生的区域,这使我们能够保持区域的层次结构。使用此框架,我们能够检测图像中各种比例的物体。最后,层次结构用于将这些检测到的区域描述为其部分的集合。我们调查了该区域在解释显示带有诸如窗户,阳台或入口之类的建筑立面的图像时的有用性。

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