在多尺度上使用可操纵滤波器的目标识别

Dana H. Ballard, L. Wixson
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引用次数: 50

摘要

由于图像中几何特征的视角差异,给物体的识别和定位带来了困难。这个问题可以通过开发图像点的视图不敏感描述来解决。视图不敏感的描述是通过在多个尺度上根据可操纵滤波器的响应来描述点来实现的。可操纵性允许对视图向量的旋转进行规范化。由于使用了多个尺度,每个点的向量对于所有实际目的来说都是唯一的,因此可以很容易地与其他图像中该点的其他实例相匹配。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Object recognition using steerable filters at multiple scales
The identification and location of objects in images is difficult owing to the view variance of geometric features. This problem can be solved by developing view-insensitive descriptions of image points. View-insensitive descriptions are achieved by describing points in terms of the responses of steerable filters at multiple scales. The steerability allows the normalizing of rotations about the view vector. Owing to the use of multiple scales, the vector for each point is, for all practical purposes, unique, and thus can be easily matched to other instances of the point in other images.<>
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