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A novel camera calibration technique based on differential evolution particle swarm optimization algorithm

机译:基于差分进化粒子群算法的摄像机标定新技术

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摘要

Camera calibration is one of the fundamental issues in computer vision and aims at determining the intrinsic and exterior camera parameters by using image features and the corresponding 3D features. This paper proposes a relationship model for camera calibration in which the geometric parameter and the lens distortion effect of camera are taken into account in order to unify the world coordinate system (WCS), the camera coordinate system (CCS) and the image coordinate system (ICS). Differential evolution is combined with particle swarm optimization algorithm to calibrate the camera parameters effectively. Experimental results show that the proposed algorithm has a good optimization ability to avoid local optimum and can complete the visual identification tasks accurately. (C) 2015 Elsevier B.V. All rights reserved.
机译:相机校准是计算机视觉中的基本问题之一,旨在通过使用图像功能和相应的3D功能确定相机的内部和外部参数。本文提出了一种用于摄像机标定的关系模型,其中考虑了摄像机的几何参数和镜头畸变效应,以统一世界坐标系(WCS),摄像机坐标系(CCS)和图像坐标系( ICS)。差分进化与粒子群优化算法相结合,可以有效地校准相机参数。实验结果表明,该算法具有较好的避免局部最优的能力,可以准确地完成视觉识别任务。 (C)2015 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2016年第22期|456-465|共10页
  • 作者单位

    Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China|Shanghai Key Lab Power Stn Automat Technol, Shanghai 200072, Peoples R China;

    Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China|Shanghai Key Lab Power Stn Automat Technol, Shanghai 200072, Peoples R China;

    State Grid Shanghai Municipal Elect Power Co, Shanghai 200025, Peoples R China;

    Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China|Shanghai Key Lab Power Stn Automat Technol, Shanghai 200072, Peoples R China;

    Univ Essex, Dept Comp Sci, Colchester CO4 3SQ, Essex, England;

  • 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

    Camera calibration; Internal parameter; External parameter; Differential evolution; Particle swarm algorithm; Visual identification;

    机译:摄像机标定;内部参数;外部参数;差异演化;粒子群算法;视觉识别;

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