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Color indexing using chromatic invariant

机译:使用色不变性进行颜色索引

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摘要

We present an efficient indexing/matching algorithm that is independent of the changes in the illuminant color and the geometric conditions for 3-D object with multiple colors. The color contents of an object can be represented by the peak coordinates in the chromaticity histogram space corresponding to the distinct colors in an image. The Visible color areas and their relative sizes of the histograms may change with viewing conditions, but the coordinates of local maxima remain stable. However, a change in illumination color results in a deformation of the chromaticity distribution so as to degrade the performance of color recognition. In order to discount lighting change, we define a chromatic invariant that normalizes the chromaticities of the histogram peaks by the norm of each channel. Therefore, the normalized coordinates of the peaks are stable to the changes in illumination color, scaling, rotation, partial occlusion, viewing direction, and deformation. Test results on a database of diverse images show that the chromatic invariant yields excellent recognition rate even when the illuminant color and geometric conditions vary substantially. (C) 2001 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved. [References: 24]
机译:我们提出了一种高效的索引/匹配算法,该算法与光源颜色的变化以及具有多种颜色的3-D对象的几何条件无关。对象的颜色内容可以由色度直方图空间中与图像中不同颜色相对应的峰值坐标表示。直方图的可见颜色区域及其相对大小可能会随查看条件而变化,但是局部最大值的坐标保持稳定。然而,照明颜色的改变导致色度分布的变形,从而降低了颜色识别的性能。为了减少照明变化,我们定义了一个色不变量,该色不变量通过每个通道的范数归一化直方图峰的色度。因此,峰的归一化坐标对于照明颜色,缩放,旋转,部分遮挡,观察方向和变形的变化是稳定的。在各种图像的数据库上的测试结果表明,即使光源的颜色和几何条件发生很大变化,不变色也可以产生出色的识别率。 (C)2001模式识别学会。由Elsevier Science Ltd.出版。保留所有权利。 [参考:24]

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