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Moment invariants for recognition under changing viewpoint and illumination

机译:在变化的视点和光照下识别的矩不变量

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摘要

Generalised color moments combine shape and color information and put them on an equal footing. Rational expressions of such moments can be designed, that are invariant under both geometric deformations and photometric changes. These generalised color moment invariants are effective features for recognition under changing viewpoint and illumination. The paper gives a systematic overview of such moment invariants for several combinations of deformations and photometric changes. Their validity and potential is corroborated through a series of experiments. Both the cases of indoor and outdoor images are considered, as illumination changes tend to differ between these circumstances. Although the generalised color moment invariants are extracted from planar surface patches, it is argued that invariant neighbourhoods offer a concept through which they can also be used to deal with 3D objects and scenes. (C) 2003 Elsevier Inc. All rights reserved.
机译:广义的颜色矩结合了形状和颜色信息,并使它们处于平等的地位。可以设计这样的矩的有理表达,它们在几何变形和光度变化下均不变。这些广义的色矩不变量是在变化的视点和照明条件下进行识别的有效特征。本文对形变和光度学变化的几种组合提供了这种不变矩的系统概述。通过一系列实验证实了它们的有效性和潜力。考虑到室内和室外图像的情况,因为在这些情况下照明的变化趋于不同。尽管广义色矩不变量是从平面补丁中提取的,但有人认为不变量邻域提供了一个概念,通过它们也可以用于处理3D对象和场景。 (C)2003 Elsevier Inc.保留所有权利。

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