Robust 3D visual tracking using particle filtering on the special Euclidean group: A combined approach of keypoint and edge features

作者: Changhyun Choi , Henrik I Christensen

DOI: 10.1177/0278364912437213

关键词:

摘要: We present a 3D model-based visual tracking approach using edge and keypoint features in a particle filtering framework. Recently, particle-filtering-based approaches have been proposed to integrate multiple pose hypotheses and have shown good performance, but most of the work has made an assumption that an initial pose is given. To ameliorate this limitation, we employ keypoint features for initialization of the filter. Given 2D–3D keypoint correspondences, we randomly choose a set of minimum correspondences to calculate a …

参考文章(38)
Martin Armstrong Andrew Zisserman, Robust object tracking asian conference on computer vision. pp. 1- 58 ,(1995)
G. Klein, D. W. Murray, Full-3D Edge Tracking with a Particle Filter british machine vision conference. pp. 1119- 1128 ,(2006) , 10.5244/C.20.114
Vincent Lepetit, Francesc Moreno-Noguer, Pascal Fua, EPnP: An Accurate O(n) Solution to the PnP Problem International Journal of Computer Vision. ,vol. 81, pp. 155- 166 ,(2009) , 10.1007/S11263-008-0152-6
Kemal Berk Yesin, Bradley J Nelson, None, A CAD model based tracking system for visually guided microassembly Robotica. ,vol. 23, pp. 409- 418 ,(2005) , 10.1017/S0263574704000840
Yunfeng Wang, Gregory S. Chirikjian, Nonparametric Second-Order Theory of Error Propagation on Motion Groups. The International Journal of Robotics Research. ,vol. 27, pp. 1258- 1273 ,(2008) , 10.1177/0278364908097583
Ming-Yu Liu, Oncel Tuzel, Ashok Veeraraghavan, Rama Chellappa, Fast directional chamfer matching computer vision and pattern recognition. pp. 1696- 1703 ,(2010) , 10.1109/CVPR.2010.5539837
Changhyun Choi, Henrik I Christensen, Real-time 3D model-based tracking using edge and keypoint features for robotic manipulation international conference on robotics and automation. pp. 4048- 4055 ,(2010) , 10.1109/ROBOT.2010.5509171
Maher Moakher, Means and Averaging in the Group of Rotations SIAM Journal on Matrix Analysis and Applications. ,vol. 24, pp. 1- 16 ,(2002) , 10.1137/S0895479801383877
B. Tamadazte, E. Marchand, S. Dembélé, N. Le Fort-Piat, CAD Model-based Tracking and 3D Visual-based Control for MEMS Microassembly The International Journal of Robotics Research. ,vol. 29, pp. 1416- 1434 ,(2010) , 10.1177/0278364910376033
Wooram Park, Yan Liu, Yu Zhou, Matthew Moses, Gregory S. Chirikjian, Kinematic state estimation and motion planning for stochastic nonholonomic systems using the exponential map Robotica. ,vol. 26, pp. 419- 434 ,(2008) , 10.1017/S0263574708004475