TY - JOUR
T1 - A simple, robust and fast method for the perspective-n-point Problem
AU - Wang, Ping
AU - Xu, Guili
AU - Cheng, Yuehua
AU - Yu, Qida
N1 - Publisher Copyright:
© 2018 Elsevier B.V.
PY - 2018/6/1
Y1 - 2018/6/1
N2 - In this work, we present a simple, robust and fast method to the perspective-n-point (PnP) problem for determining the position and orientation of a calibrated camera from known reference points. Our method transfers the pose estimation problem into an optimal problem, and only needs to solve a seventh-order and a fourth-order univariate polynomial, respectively, which makes the processes more easily understood and significantly improves the performance. Additionally, the number of solutions of the proposed method is substantially smaller than existing methods. Experiment results show that the proposed method can stably handle all 3D point configurations, including the ordinary 3D case, the quasi-singular case, and the planar case, and it offers accuracy comparable or better than that of the state-of-art methods, but at much lower computational cost.
AB - In this work, we present a simple, robust and fast method to the perspective-n-point (PnP) problem for determining the position and orientation of a calibrated camera from known reference points. Our method transfers the pose estimation problem into an optimal problem, and only needs to solve a seventh-order and a fourth-order univariate polynomial, respectively, which makes the processes more easily understood and significantly improves the performance. Additionally, the number of solutions of the proposed method is substantially smaller than existing methods. Experiment results show that the proposed method can stably handle all 3D point configurations, including the ordinary 3D case, the quasi-singular case, and the planar case, and it offers accuracy comparable or better than that of the state-of-art methods, but at much lower computational cost.
KW - Absolute position and orientation
KW - Camera pose estimation
KW - Computer vision
KW - Perspective-n-point problem (PnP)
KW - Vision-based navigation
UR - http://www.scopus.com/inward/record.url?scp=85043385610&partnerID=8YFLogxK
U2 - 10.1016/j.patrec.2018.02.028
DO - 10.1016/j.patrec.2018.02.028
M3 - Article
AN - SCOPUS:85043385610
SN - 0167-8655
VL - 108
SP - 31
EP - 37
JO - Pattern Recognition Letters
JF - Pattern Recognition Letters
ER -