A texture descriptor for textile image retrieval

Ana-Elena Carbunaru, D. Coltuc, M. Jourlin, L. Frangu
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引用次数: 3

Abstract

This paper proposes a new descriptor for textures, obtained by an Independent Components Analysis (ICA) applied to image wavelet subbands. In certain conditions, ICA refines the wavelet multiband analysis. The descriptor, consisting in the independent components (ICs) distribution parameters, serves as basis for the textile image signature in a recognition application. By using the Kullback-Liebler divergence to compare the signatures, the textile images from a 30 jacquards databasis, were recognized with average rates ranging from 89 to 94%, depending on the analysis number of levels.
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用于纺织品图像检索的纹理描述符
本文提出了一种新的纹理描述符,该描述符由独立分量分析(ICA)应用于图像小波子带得到。在一定条件下,ICA对小波多带分析进行了改进。该描述符由独立分量分布参数组成,是识别应用中纺织图像签名的基础。通过使用Kullback-Liebler散度来比较特征,来自30个提花数据库的纺织品图像的识别率平均在89到94%之间,具体取决于分析水平的多少。
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