An efficient solution to the five-point relative pose problem

被引:1393
作者
Nistér, D [1 ]
机构
[1] Sarnoff Corp, Princeton, NJ 08530 USA
关键词
imaging geometry; motion; relative orientation; structure from motion; camera calibration; ego-motion estimation; scene reconstruction;
D O I
10.1109/TPAMI.2004.17
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An efficient algorithmic solution to the classical five-point relative pose problem is presented. The problem is to find the possible solutions for relative camera pose between two calibrated views given five corresponding points. The algorithm consists of computing the coefficients of a tenth degree polynomial in closed form and, subsequently, finding its roots. It is the first algorithm well-suited for numerical implementation that also corresponds to the inherent complexity of the problem. We investigate the numerical precision of the algorithm. We also study its performance under noise in minimal as well as overdetermined cases. The performance is compared to that of the well-known 8 and 7-point methods and a 6-point scheme. The algorithm is used in a robust hypothesize-and-test framework to estimate structure and motion in real-time with low delay. The real-time system uses solely visual input and has been demonstrated at major conferences.
引用
收藏
页码:756 / 770
页数:15
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