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Simultaneous active camera array focus plane estimation and occluded moving object imaging

机译:主动摄像机阵列同时进行焦平面估计和运动物体成像

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摘要

Automatically focusing and seeing occluded moving object in cluttered and complex scene is a significant challenging task for many computer vision applications. In this paper, we present a novel synthetic aperture imaging approach to solve this problem. The unique characteristics of this work include the following: (1) To the best of our knowledge, this work is the first to simultaneously solve camera array auto focusing and occluded moving object imaging problem. (2) A unified framework is designed to achieve seamless interaction between the focusing and imaging modules. (3) In the focusing module, a local and global constraint-based optimization algorithm is presented to dynamically estimate the focus plane of the moving object. (4) In the imaging module, a novel visibility analysis based active synthetic aperture imaging approach is proposed to remove the occluder and significantly improve the quality of occluded object imaging. An active camera array system has been set up and evaluated in challenging indoor and outdoor scenes. Extensive experimental results with qualitative and quantitative analyses demonstrate the superiority of the proposed approach compared with state-of-the-art approaches. (C) 2014 Elsevier B.V. All rights reserved.
机译:在许多复杂的计算机视觉应用中,自动聚焦和查看杂乱而复杂的场景中被遮挡的运动对象是一项艰巨的任务。在本文中,我们提出了一种新颖的合成孔径成像方法来解决此问题。这项工作的独特之处包括以下几个方面:(1)据我们所知,这项工作是第一个同时解决相机阵列自动聚焦和运动物体成像被遮挡的问题。 (2)设计了一个统一的框架,以实现聚焦模块和成像模块之间的无缝交互。 (3)在聚焦模块中,提出了一种基于局部和全局约束的优化算法来动态估计运动物体的聚焦平面。 (4)在成像模块中,提出了一种基于可视性分析的新型主动合成孔径成像方法,以去除遮挡物并显着提高被遮挡物成像的质量。已经建立了一个主动摄像机阵列系统,并在具有挑战性的室内和室外场景中进行了评估。大量的定性和定量分析实验结果证明了该方法与最新方法相比的优越性。 (C)2014 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Image and Vision Computing》 |2014年第8期|510-521|共12页
  • 作者单位

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R China;

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R China;

    UCL, Dept Comp Sci, London, England;

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R China;

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R China;

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R China;

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R China;

    Northwestern Polytech Univ, Sch Comp Sci, ShaanXi Prov Key Lab Speech & Image Informat Proc, Xian 710072, Peoples R 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

    Camera array; Occluded object imaging; Focus plane estimation; Synthetic aperture imaging;

    机译:相机阵列;遮挡物成像;焦平面估计;合成孔径成像;

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