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Study of magnitude and extended relative phase information for color texture retrieval in L*a*b* color space

机译:L * a * b *颜色空间中用于颜色纹理检索的幅度和扩展的相对相位信息的研究

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This paper presents a univariate multi-model for color texture characterization in luminance-chrominance (LC) color spaces. Such color spaces are known to separate between luminance and chrominance, contrary to RGB representation. The magnitude of the luminance component is then represented via the Gamma distribution. For chrominance, a new proposed information is investigated, namely the extended relative phase (ERP). This latter allows to capture the phase information inter-chrominance components. This information is characterized using the circular Wrapped cauchy (WC) distribution. The resulting {Gamma, WC} model has the advantage to be a linear-circular model. It, thus, represents color components considering their nature. Secondly, it permits to catch an information of dependence between chrominance components while being univariate. This means a modeling with simple feature extraction and straightforward implementation of similarity measurement, compared to the multivariate characterization widely used for color textures. Results on the Vistex database show that the study of {magnitude, ERP} information in LC color spaces, improves the retrieval performances compared to the RGB based characterization.
机译:本文提出了一种用于亮度色度(LC)颜色空间中的颜色纹理表征的单变量多模型。与RGB表示相反,已知这样的色彩空间在亮度和色度之间分开。然后,通过伽马分布来表示亮度分量的大小。对于色度,研究了一种新的提议信息,即扩展相对相位(ERP)。后者允许捕获相位信息色度间分量。使用圆形包裹柯西(WC)分布来表征此信息。生成的{Gamma,WC}模型具有成为线性圆模型的优点。因此,考虑到颜色成分的性质,它代表了颜色成分。其次,它允许捕获色度分量之间的相关性信息,而该变量是单变量的。与广泛用于颜色纹理的多变量表征相比,这意味着具有简单特征提取和相似性测量的直接实现的建模。 Vistex数据库上的结果表明,与基于RGB的特征描述相比,对LC颜色空间中{magnitude,ERP}信息的研究提高了检索性能。

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