Contrast-based surface saliency

Yitian Zhao, Yonghuai Liu
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Abstract

The detection of salient regions is an important preprocessing step for the analysis of mesh surfaces. The detected salient region is a reflection of perception-based regional importance for surfaces. It finds many 3D applications, such as mesh simplification, registration, segmentation and compression. In this paper we propose a novel method for the detection of saliency in a 3D surface. Our method incorporates the bilateral normal filtering, shape index and Retinex to generate the surface contrast, then produces vertex-based and region-based contrast saliencies. The effectiveness of this method is demonstrated by visual observation of detected salient regions. Also, the applications of saliency-guided interest points detection and saliency-guided simplification are demonstrated to validate the proposed method. In addition, the criterion to validate the proposed method is the repeatability of the salient points and surface simplificaition errors. A large number of the experiments have been performed over real data and the results demonstrate that the proposed approach has achieved better results than competitors.
基于对比的表面显著性
突出区域的检测是网格曲面分析的重要预处理步骤。检测到的显著区域反映了基于感知的区域对表面的重要性。它发现许多3D应用,如网格简化,注册,分割和压缩。本文提出了一种检测三维表面显著性的新方法。该方法结合双边法向滤波、形状指数和Retinex生成表面对比度,然后生成基于顶点和基于区域的对比度显著性。通过对检测到的显著区域进行视觉观察,验证了该方法的有效性。此外,还演示了显著性引导兴趣点检测和显著性引导简化的应用,以验证所提出的方法。此外,验证该方法的标准是显著点的重复性和曲面化简误差。在实际数据上进行了大量的实验,结果表明所提出的方法比竞争对手取得了更好的效果。
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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