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Image-based visual servoing with light field cameras

机译:光场相机基于图像的视觉伺服

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摘要

This paper proposes the first derivation, implementation, and experimental validation of light field image-based visual servoing. Light field image Jacobians are derived based on a compact light field feature representation that is close to the form measured directly by light field cameras. We also enhance feature detection and correspondence by enforcing light field geometry constraints, and directly estimate the image Jacobian without knowledge of point depth. The proposed approach is implemented over a standard visual servoing control loop, and applied to a custom-mirror-based light field camera mounted on a robotic arm. Light field image-based visual servoing is then validated in both simulation and experiment. We show that the proposed method outperforms conventional monocular and stereo image-based visual servoing under field-of-view constraints and occlusions.
机译:本文提出了基于光场图像的视觉伺服的首次推导,实现和实验验证。光场图像雅可比矩阵是基于紧凑的光场特征表示而得出的,该表示与通过光场相机直接测量的形式接近。我们还通过执行光场几何约束来增强特征检测和对应性,并在不知道点深度的情况下直接估计图像雅可比行列式。所提出的方法是在标准的视觉伺服控制环上实现的,并应用于安装在机械臂上的基于自定义镜子的光场相机。然后在仿真和实验中都验证了基于光场图像的视觉伺服。我们表明,在视场约束和遮挡下,提出的方法优于传统的基于单眼和立体图像的视觉伺服。

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