Title :
Estimation of position and trajectory of a flying ball in 3-D space
Author :
Mengze Li;Abhijeet Ravankar;Ankit A. Ravankar;Yukinori Kobayashi;Takanori Emaru
Author_Institution :
Division of Human Mechanical Systems and Design, Faculty and Graduate School of Engineering, Hokkaido University, Sapporo, Japan
Abstract :
This paper proposes an algorithm for estimating the position and trajectory of a flying ball in 3-D space with a RGBD (RGB and Depth) sensor. An integrated ball and its trajectory detection using color-based back projection method is proposed. The k-means clustering is also employed to make the detector more robust even with noise in the background. The integrated detector does not need any type of prior knowledge about the template of the object, and still has a good performance in different lighting conditions, and with low quality images. We introduce a confidence parameter for the work area of the manipulator where it must move to catch the ball. The experimental results suggest that the integrated detector can predict the trajectory of the ball, and also estimate the position in 3-D space with high accuracy.
Keywords :
"Cameras","Trajectory","Detectors","Histograms","Image color analysis","Clustering algorithms","Robots"
Conference_Titel :
System Integration (SII), 2015 IEEE/SICE International Symposium on
DOI :
10.1109/SII.2015.7405020