Realtime VDO stabilizer for small UAVs using a modified homography method

Kittipat Wiriyaprasat, M. Ruchanurucks
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引用次数: 1

Abstract

An approach to video stabilization for small unmanned aerial vehicles (UAVs) using computer vision techniques is proposed. As gimbals (mechanical video camera stabilizer) cannot be installed on UAVs with small payload, captured videos can be shaky. A development of `software image stabilizer' has been suggested by a military institute to alleviate such adverse effect. We, similarly to other researchers, choose homography theory for warping the shaky video. The novelty is we can cope with large rotational difference. This is possible by revamping homography matrix, using information from an orientation sensor attached to a video camera to acquire the camera's orientation in real time. Then, extrinsic parameters derived from the sensor and pre-computed intrinsic parameters were used to generate our modified homography matrix. Furthermore, calibration between camera and sensor is necessary because an alignment of sensor and camera is imperfect. The calibration relies on an Iterative Least Square method.
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基于改进的单应性方法的小型无人机实时VDO稳定器
提出了一种利用计算机视觉技术实现小型无人机视频稳定的方法。由于载荷小的无人机无法安装万向架(机械摄像机稳定器),因此拍摄的视频可能会不稳定。一种“软件图像稳定器”的发展已经被一个军事研究所建议,以减轻这种不利影响。与其他研究人员一样,我们选择了单应性理论来扭曲摇摇欲坠的视频。新颖之处在于我们可以处理大的旋转差。这可以通过改造单应性矩阵,使用连接在摄像机上的方向传感器的信息来实时获取摄像机的方向。然后,利用从传感器得到的外部参数和预先计算的内部参数生成改进的单应性矩阵。此外,相机和传感器之间的校准是必要的,因为传感器和相机的对准是不完美的。标定依赖于迭代最小二乘法。
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