Title :
Real-time accurate ball trajectory estimation with “asynchronous” stereo camera system for humanoid Ping-Pong robot
Author :
Qi Xie ; Yong Liu ; Rong Xiong ; Jian Chu
Author_Institution :
Cyber-Syst. & Control, Zhejiang Univ., Hangzhou, China
fDate :
May 31 2014-June 7 2014
Abstract :
Temporal asynchrony between two cameras in the vision system is a usual problem in practice. In some vision task such as estimating fast moving targets, the estimation error caused by the tiny temporal asynchrony will become non-ignorable essentials. This paper will address on the asynchrony in the stereo vision system of humanoid Ping-Pong robot, and present a real-time accurate Ping-Pong ball trajectory estimation algorithm. In our approach, the complex Ping-Pong ball motion model is simplified by a polynomial parameter function of time t due to the limited observing time interval and the requirement of real-time computation. We then use the perspective projection camera model to re-project the ball´s parameter function on time t into its image coordinates on both cameras. Based on the assumption that the time gap of two asynchronous cameras will maintain a const during very short time interval, we can obtain the time gap value and also the trajectory parameters of the Ping-Pong ball in a short time interval by minimizing the errors between the images of the ball in each camera and their re-projection images from the modeled parameter function on time t. Comprehensive experiments on real Ping-Pong robot cases are carried out, the results show our approach is more proper for the vision system of humanoid Ping-Pong robot, when concerning the accuracy and real-time performance simultaneously.
Keywords :
cameras; humanoid robots; motion estimation; object tracking; robot vision; stereo image processing; asynchronous stereo camera system; ball image; ball parameter function; complex Ping-Pong ball motion model; error minimization; fast moving targets; humanoid Ping-Pong robot; image coordinates; perspective projection camera model; polynomial parameter function; real-time accurate ball trajectory estimation; reprojection image; stereo vision system; temporal asynchrony; time gap value; trajectory parameters; vision task; Cameras; Estimation; Machine vision; Robot vision systems; Synchronization; Trajectory;
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/ICRA.2014.6907775