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3D Mesh Segmentation Based on Markov Random Fields and Graph Cuts

机译:基于马尔可夫随机场和图割的3D网格分割

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摘要

3D Mesh segmentation has become an important research field in computer graphics during the past few decades. Many geometry based and semantic oriented approaches for 3D mesh segmentation has been presented. However, only a few algorithms based on Markov Random Field (MRF) has been presented for 3D object segmentation. In this letter, we present a definition of mesh segmentation according to the labeling problem. Inspired by the capability of MRF combining the geometric information and the topology information of a 3D mesh, we propose a novel 3D mesh segmentation model based on MRF and Graph Cuts. Experimental results show that our MRF-based schema achieves an effective segmentation.
机译:在过去的几十年中,3D网格分割已成为计算机图形学的重要研究领域。已经提出了用于3D网格分割的许多基于几何和面向语义的方法。但是,仅提出了几种基于马尔可夫随机场(MRF)的算法进行3D对象分割。在这封信中,我们根据标签问题提出了网格分割的定义。受MRF结合3D网格的几何信息和拓扑信息的功能的启发,我们提出了一种基于MRF和图割的新颖3D网格分割模型。实验结果表明,我们基于MRF的方案实现了有效的分割。

著录项

  • 来源
    《IEICE Transactions on Information and Systems》 |2012年第2期|p.703-706|共4页
  • 作者单位

    School of Computer Science and Technology, Harbin Institute of Technology, No.92, West Da-Zhi Street, Harbin, China;

    School of Computer Science and Technology, Harbin Institute of Technology, No.92, West Da-Zhi Street, Harbin, China;

    School of Computer Science and Technology, Harbin Institute of Technology, No.92, West Da-Zhi Street, Harbin, China;

    School of Computer Science and Technology, Harbin Institute of Technology, No.92, West Da-Zhi Street, Harbin, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    mesh segmentation; markov random field; graph cuts; SDF;

    机译:网格分割马可夫随机场图切;自卫队;
  • 入库时间 2022-08-18 00:26:19

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