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Moving Object Segmentation Using Level Set Method with Shape Prior, Color and Texture

机译:使用具有形状先验,颜色和纹理的水平集方法进行运动对象分割

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摘要

This paper presents a method for the combination of different feature cues in a level set based moving object segmentation framework. To distinguish object from background, motion detection is firstly adopted to locate object position and obtain coarse shape prior. Moreover, the color and texture feature descriptors that represent object contour are designed in this dissertation. Then the finer segmentation solution based on the color and texture difference between the object and background is proposed, which avoids the invalid feature components to hamper segmentation and improves the accuracy. Extensive experiments have been carried out on surveillance video sequences to validate the proposed method.
机译:本文提出了一种基于水平集的运动目标分割框架中不同特征线索的组合方法。为了区分物体与背景,首先采用运动检测来定位物体位置并事先获得粗糙的形状。此外,本文设计了代表物体轮廓的颜色和纹理特征描述符。提出了一种基于对象与背景之间颜色和纹理差异的精细分割方法,避免了无效的特征分量妨碍分割,提高了分割精度。已经对监视视频序列进行了广泛的实验以验证所提出的方法。

著录项

  • 来源
    《Journal of Multimedia》 |2013年第5期|589-595|共7页
  • 作者

    Shu Xian; Hai-miao Hu; Jin Zheng;

  • 作者单位

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University, Beijing, China;

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University, Beijing, China;

    Beijing Key Laboratory of Digital Media, School of Computer Science and Engineering, Beihang University, Beijing, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Object Segmentation; Level Set Methods; Shape Prior; Color; Texture;

    机译:对象分割水平集方法;形状先验颜色;质地;

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