Range and Motion Estimation of a Monocular Camera Using Static and Moving Objects

被引:48
|
作者
Chwa, Dongkyoung [1 ]
Dani, Ashwin P. [2 ]
Dixon, Warren E. [3 ]
机构
[1] Ajou Univ, Dept Elect & Comp Engn, Suwon 443749, South Korea
[2] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT USA
[3] Univ Florida, Dept Mech & Aerosp Engn, Gainesville, FL 32611 USA
基金
新加坡国家研究基金会;
关键词
3-D structure; monocular camera; motion and range estimation; moving camera; moving object; RECONSTRUCTION; IDENTIFICATION; TRACKING; STEREO; STABILITY; FRAMEWORK; OBSERVER; SYSTEMS;
D O I
10.1109/TCST.2015.2508001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a method of estimating the motion of a monocular camera looking at moving objects and their range. Unlike the previous studies where the camera and object motion should be constrained in estimating structure and motion (SaM) of moving objects, the proposed method do not require those constraints even though only a monocular camera is used. By first arranging the SaM dynamics in terms of the measurable states, we design robust nonlinear observers in a sequential way for both static (stationary) and dynamic (moving) objects. Through the combination of these estimates obtained by nonlinear observers, the reconstruction of the 3-D structure of the dynamic objects can be achieved using just 2-D images of a monocular camera. Simulations are performed in the case of changing camera and object velocities, such that the advantages of the proposed method can be clearly demonstrated.
引用
收藏
页码:1174 / 1183
页数:10
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