使用颜色和纹理特征的图像检索我要分享

IMAGE RETRIEVAL USING BOTH COLOR AND TEXTURE FEATU

matlab 图像 检索 使用 特征 颜色 纹理

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开发平台: matlab

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中文说明:这个项目得到了进一步的探索和视觉特征提取的研究。根据 HSV (色相、 饱和度值) 颜色空间,颜色的特征提取的工作完成的过程是,如下所示: 量化的色彩空间在非等间隔,构建一个维度特征向量和累积所代表的颜色特征直方图。同样,纹理特征提取的工作通过使用灰度共生矩阵 (灰度共生矩阵) 或色彩共生矩阵 (CCM)。通过 HSV 颜色空间的量化,我们结合颜色特征 和灰度共生矩阵,以及 CCM 分开。取决于前者,基于多特征融合的图像检索是通过采用归一化的欧氏距离分类器。通过图像检索实验表明,使用颜色特征和基于 CCM 的纹理具有明显的优势。


English Description:

This PROJECT has a further exploration and study of visual feature extraction. According to the HSV (Hue, Saturation, Value) color space, the work of color feature extraction is finished, the process is as follows: quantifying the color space in non-equal intervals, constructing one dimension feature vector and representing the color feature by cumulative histogram. Similarly, the work of texture feature extraction is obtained by using gray-level co-occurrence matrix (GLCM) or color co-occurrence matrix (CCM). Through the quantification of HSV color space, we combine color features and GLCM as well as CCM separately. Depending on the former, image retrieval based on multi-feature fusion is achieved by using normalized Euclidean distance classifier. Through the image retrieval experiment, indicate that the use of color features and texture based on CCM has obvious advantage.


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