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A Bi-Scale-Space for the Analysis of Blobs

机译:用于分析Blobs的双级空间

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摘要

We present a scale-space with separate scales in the greyscale and spatial dimensions, using ideas from mathematical morphology. Dynamics are used for greyscale (luminance) filtering and openings or closings with scaled disks for spatial scaling. Dynamics cater naturally for the inclusion relationships between regions and give a very good measure of the salience (scale) of a region in greyscale terms - however dynamics lack any notion of spatial extent or scale. In contrast, spatial closings or openings with scaled flat disks provide a natural measure of size or spatial scale without regard to greyscale variation. The two techniques together - both monotonic with respect to scale - provide a full basis for analysis of the image. We show the strict monotonicity properties of these operations, that is, the strict reduction of number and size of regions with increasing scales, and we give an example of use in the classification of textures.
机译:我们使用数学形态学的思路呈现一个带有单独鳞片的刻度空间。动态用于灰度(亮度)滤波和开口或闭合空间缩放的尺寸磁盘。动态迎合地区之间的纳入关系,并给出了灰度术中区域的显着(秤) - 然而动态缺乏空间范围或规模的概念。相反,具有缩放平板磁盘的空间闭合或开口提供了尺寸或空间尺度的自然度量,而不考虑灰度变化。两种技术在一起 - 两个单调相对于尺度 - 为图像分析提供全面的基础。我们展示了这些行动的严格单调性属性,即严格减少地区的数量和大小随着较高的规模,我们举例说明了纹理分类中的使用示例。

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