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ステレオビジョンarXiv:1712.06837

柔軟翼ステレオ:固定翼UAVのための制約付き非剛体広基線ステレオビジョン

Flexible Stereo: Constrained, Non-rigid, Wide-baseline Stereo Vision for Fixed-wing Aerial Platforms

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固定翼UAVの柔軟な翼に搭載した2つの視覚慣性センサ間の時変相対姿勢をEKFで推定し、高精度な深度マップをリアルタイム生成する手法を提案した。

著者: Timo Hinzmann, Tim Taubner, Roland Siegwart

分類: cs.RO, cs.CV

原文アブストラクト

This paper proposes a computationally efficient method to estimate the time-varying relative pose between two visual-inertial sensor rigs mounted on the flexible wings of a fixed-wing unmanned aerial vehicle (UAV). The estimated relative poses are used to generate highly accurate depth maps in real-time and can be employed for obstacle avoidance in low-altitude flights or landing maneuvers. The approach is structured as follows: Initially, a wing model is identified by fitting a probability density function to measured deviations from the nominal relative baseline transformation. At run-time, the prior knowledge about the wing model is fused in an Extended Kalman filter~(EKF) together with relative pose measurements obtained from solving a relative perspective N-point problem (PNP), and the linear accelerations and angular velocities measured by the two inertial measurement units (IMU) which are rigidly attached to the cameras. Results obtained from extensive synthetic experiments demonstrate that our proposed framework is able to estimate highly accurate baseline transformations and depth maps.

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