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3D ball trajectory reconstruction from single-camera sports video for free viewpoint virtual replay

机译:从单摄像机运动视频中重建3D球轨迹以实现免费视点虚拟重播

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Free viewpoint video presentation is a new challenge in multimedia analysis. This paper presents an innovative physics-based scheme to reconstruct the 3D ball trajectory from single-camera volleyball video sequences for free viewpoint virtual replay. The problem of 2D-to-3D inference is arduous due to the loss of 3D information in projection to 2D images. The proposed scheme incorporates the domain knowledge of court specification and the physical characteristics of ball motion to accomplish the 2D-to-3D inference. Motion equations with the parameters are set up to define the 3D trajectories based on physical characteristics. Utilizing the geometric transformation of camera calibration, the 2D ball coordinates extracted over frames are used to approximate the parameters of the 3D motion equations, and finally the 3D ball trajectory can be reconstructed from single-camera sequences. The experiments show promising results. The reconstructed 3D trajectory enables the free viewpoint virtual replay and enriched visual presentation, making game watching a whole new experience.
机译:免费的视点视频演示是多媒体分析中的新挑战。本文提出了一种基于物理学的创新方案,该方案可从单摄像机排球视频序列重建3D球轨迹,以实现自由视点虚拟重播。由于投影到2D图像中的3D信息丢失,因此2D到3D推理的问题十分艰巨。所提出的方案结合了球场规格的领域知识和球运动的物理特性来完成2D到3D的推断。带有参数的运动方程式被设置为基于物理特性定义3D轨迹。利用摄像机校准的几何变换,将在帧上提取的2D球坐标用于逼近3D运动方程的参数,最后可以从单摄像机序列重建3D球轨迹。实验显示出令人鼓舞的结果。重建的3D轨迹可实现免费的视点虚拟重播和丰富的视觉呈现,使游戏观看成为全新体验。

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