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2013 XXXIX Latin American Computing Conference (CLEI)最新文献

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A novel approach for image feature extraction using HSV model color and filters wavelets 一种基于HSV模型颜色和滤波小波的图像特征提取方法
Pub Date : 1900-01-01 DOI: 10.1109/CLEI.2013.6670598
C. L. D. Alamo, Lizeth Joseline Fuentes Perez, Luciano Arnaldo Romero Calla, Wilber Roberto Ramos Lovón
Due to the advancement of computing and the power of the new hardware, more economical, it is now feasible to have thousands of images which can be analyzed to allow classification for its shape and/or color. Furthermore, techniques and efficiency of the classification depends on the characteristics to be obtained of images in order to compare and classify them according to their similarity. Some images, such as model cars, planes and boats, can be discriminated by their shape. However, other images such as butterfly species where the shape is similar, the color plays an important role in the discrimination task. In this research we propose a novel approach to extract distinctive features of images by combining the HSV color model and wavelets filters. Furthermore, we investigate the best combination of features color and form. Experiments have shown improved performance by combining the HSV color model with Gabor wavelets.
由于计算的进步和新硬件的能力,更经济,现在有成千上万的图像可以分析,允许其形状和/或颜色的分类是可行的。此外,分类的技术和效率取决于所要获得的图像特征,以便根据图像的相似性对其进行比较和分类。有些图像,如模型汽车、飞机和船,可以通过它们的形状来区分。然而,在其他图像中,例如形状相似的蝴蝶物种,颜色在识别任务中起着重要作用。在本研究中,我们提出了一种结合HSV颜色模型和小波滤波器提取图像显著特征的新方法。此外,我们还探讨了特征、颜色和形状的最佳组合。实验结果表明,将HSV颜色模型与Gabor小波相结合,可以提高算法的性能。
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引用次数: 8
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2013 XXXIX Latin American Computing Conference (CLEI)
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