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Motion Estimation Using 3-D Straight Lines

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  • URLhttps://db.koreascholar.com/Article/Detail/328290
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로봇학회논문지 (The Journal of Korea Robotics Society)
한국로봇학회 (Korea Robotics Society)
초록

This paper proposes a method for motion estimation of consecutive cameras using 3-D straight lines. The motion estimation algorithm uses two non-parallel 3-D line correspondences to quickly establish an initial guess for the relative pose of adjacent frames, which requires less correspondences than that of current approaches requiring three correspondences when using 3-D points or 3-D planes. The estimated motion is further refined by a nonlinear optimization technique with inlier correspondences for higher accuracy. Since there is no dominant line representation in 3-D space, we simulate two line representations, which can be thought as mainly adopted methods in the field, and verify one as the best choice from the simulation results. We also propose a simple but effective 3-D line fitting algorithm considering the fact that the variance arises in the projective directions thus can be reduced to 2-D fitting problem. We provide experimental results of the proposed motion estimation system comparing with state-of-the-art algorithms using an open benchmark dataset.

저자
  • 이진한(1Jin Han Lee is with the Department of Electronics and Computer Engineering, Hanyang University) | Jin Han Lee
  • 장국헌(2Guoxuan Zhang is with the Department of Electronics and Computer Engineering, Hanyang University) | Guoxuan Zhang
  • 서일홍(Department of Electronics and Computer Engineering, Hanyang University, Wangsimni-ro 222, Seongdong-Gu, Seoul, Korea) | Il Hong Suh