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Automatic segmentation of coral reefs implementing textures analysis and color features with gaussian mixtures models

机译:自动分割珊瑚礁,利用高斯混合模型实现纹理分析和颜色特征

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The applications of digital image processing techniques over coral reefs are emerging research field due to coral reefs importance in marine ecosystems. One important step to make a correct analysis of these reefs is segmentation stage. Few automatic segmentation techniques in corals have been used to solve this problem, which is why in this paper we propose a texture segmentation algorithm with applications to coral reefs segmentation. Our goal is reached using a combination of texture analysis, color features and Gaussian Mixture Model, varying the parameters for each one. The results show that automatic segmentation of corals using texture and color is a good approach, in most cases the corals are correctly segmented, even in a real environment the images are successfully segmented.
机译:由于珊瑚礁在海洋生态系统中的重要性,数字图像处理技术在珊瑚礁上的应用正在成为新兴的研究领域。对这些珊瑚礁进行正确分析的重要步骤之一是分割阶段。很少有在珊瑚中使用自动分割技术来解决这个问题,这就是为什么在本文中我们提出了一种纹理分割算法,并将其应用于珊瑚礁分割。我们的目标是结合使用纹理分析,颜色特征和高斯混合模型,并为每个模型改变参数。结果表明,使用纹理和颜色自动分割珊瑚是一种很好的方法,在大多数情况下,即使在真实环境中成功分割了图像,也可以正确分割珊瑚。

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