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作者:

Li, Xiuzhi (Li, Xiuzhi.) | Zhao, Guanrong (Zhao, Guanrong.) | Jia, Songmin (Jia, Songmin.) (学者:贾松敏) | Qin, Baoling (Qin, Baoling.) | Yang, Ailin (Yang, Ailin.)

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摘要:

This paper presents an optical flow based novel technique to perceive the instant motion velocity of mobile robots. The primary focus of this study is to determine the robot's ego-motion using displacement field in temporally consecutive image pairs. In contrast to most previous approaches for estimating velocity, we employ a polynomial expansion based dense optical flow approach and propose a quadratic model based RANSAC refinement of flow fields to render our method more robust with respect to noise and outliers. Accordingly, techniques for geometrical transformation and interpretation of the inter-frame motion are presented. Advantages of our proposal are validated by real experimental results conducted on Pioneer robot.

关键词:

Optical flow quadratic model RANSAC velocity estimation

作者机构:

  • [ 1 ] [Li, Xiuzhi]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Zhao, Guanrong]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 3 ] [Jia, Songmin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 4 ] [Qin, Baoling]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 5 ] [Yang, Ailin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China

通讯作者信息:

  • [Li, Xiuzhi]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China

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来源 :

SEVENTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2014)

ISSN: 0277-786X

年份: 2015

卷: 9445

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 1

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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