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Active stereo: integrating disparity, vergence, focus, aperture and calibration for surface estimation

机译:有源立体声:整合视差,散度,聚焦,光圈和校准以进行表面估计

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摘要

An approach to integrating stereo disparity, camera vergence, and lens focus to exploit their complementary strengths and weaknesses through active control of camera focus and orientations is presented. In addition, the aperture and zoom settings of the cameras are controlled. The result is an active vision system that dynamically and cooperatively interleaves image acquisition with surface estimation. A dense composite map of a single contiguous surface is synthesized by automatically scanning the surface and combining estimates of adjacent, local surface patches. This problem is formulated as one of minimizing a pair of objective functions. The first such function is concerned with the selection of a target for fixation. The second objective function guides the surface estimation process in the vicinity of the fixation point. Calibration parameters of the cameras are treated as variables during optimization, thus making camera calibration an integral, flexible component of surface estimation. An implementation of this method is described, and a performance evaluation of the system is presented. An average absolute error of less than 0.15% in estimated depth was achieved for a large surface having a depth of approximately 2 m.
机译:提出了一种方法,通过主动控制相机的焦距和方向来整合立体视差,相机的散度和镜头焦距,以利用它们的互补优势和劣势。此外,还控制了相机的光圈和变焦设置。结果是一个主动视觉系统,该系统动态并协作地将图像采集与表面估计交错在一起。通过自动扫描表面并合并相邻局部表面斑块的估计值,可以合成单个连续表面的密集合成图。该问题被表述为使一对目标函数最小化的一个。第一个这样的功能与固定目标的选择有关。第二个目标函数在注视点附近引导表面估计过程。相机的校准参数在优化过程中被视为变量,因此使相机校准成为表面估计不可或缺的灵活组成部分。描述了该方法的实现,并给出了系统的性能评估。对于深度约为2 m的大表面,估计深度的平均绝对误差小于0.15%。

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