Edge Saliency Map Detection with Texture Suppression

H. Ao, Nenghai Yu
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引用次数: 8

Abstract

Edge is a basic feature in the field of computing vision. So to find edge saliency map is an indispensable operation for many applications on image processing. In this paper we present a fast algorithm to find edge saliency map for a natural image. The approach integrates three basic edge features: edge gradient value, edge segment length and edge density, and it works well to detect salient region boundaries and to suppress ill edges from texture. An edge saliency map can be used to image segmentation and boundaries detection. Experimental results demonstrate that our algorithm outperforms other edge saliency detection methods. Finally, our algorithm is applied on salient objects segmentation, compared with several state of-the-art salient region detection methods and the results show our work is valuable.
纹理抑制边缘显著性图检测
边缘是计算视觉领域的一个基本特征。因此,寻找边缘显著性映射是图像处理中许多应用中不可缺少的操作。本文提出了一种快速求解自然图像边缘显著性映射的算法。该方法集成了边缘梯度值、边缘段长度和边缘密度三个基本边缘特征,能够很好地检测显著区域边界和抑制纹理中的不良边缘。边缘显著性图可用于图像分割和边界检测。实验结果表明,该算法优于其他边缘显著性检测方法。最后,将本文算法应用于显著性目标分割,并与目前几种显著性区域检测方法进行了比较,结果表明本文算法具有一定的应用价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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