Simultaneous estimation of ego-motion and vehicle distance by using a monocular camera

作者: DongFang Yang , FuChun Sun , ShiCheng Wang , JinSheng Zhang

DOI: 10.1007/S11432-013-4884-8

关键词:

摘要: Auto navigation and vehicle distance estimation are of the critical importance in intelligent vehicles. This paper proposes a novel approach to solve these two problems simultaneously by using monocular camera. First, we introduce an incremental depth parameterized model overcome scale ambiguity problem vision, which differs from other models with reduced state-dimension consistent observability. In addition, view-field camera is divided into static dynamic parts so that egomotion vehicle-space can be calculated simultaneously. Outdoor experiments implemented validate effectiveness proposed approach.

参考文章(29)
Felix Schill, Robert Mahony, Peter Corke, None, Estimating Ego-Motion in Panoramic Image Sequences with Inertial Measurements Springer Tracts in Advanced Robotics. pp. 87- 101 ,(2011) , 10.1007/978-3-642-19457-3_6
E. Mouragnon, M. Lhuillier, M. Dhome, F. Dekeyser, P. Sayd, Generic and real-time structure from motion using local bundle adjustment Image and Vision Computing. ,vol. 27, pp. 1178- 1193 ,(2009) , 10.1016/J.IMAVIS.2008.11.006
John E. McInroy, Zhen Qi, A Novel Pose Estimation Algorithm Based on Points to Regions Correspondence Journal of Mathematical Imaging and Vision. ,vol. 30, pp. 195- 207 ,(2008) , 10.1007/S10851-007-0045-2
T. Zielke, M. Brauckmann, W. Vonseelen, Intensity and edge-based symmetry detection with an application to car-following Cvgip: Image Understanding. ,vol. 58, pp. 177- 190 ,(1993) , 10.1006/CIUN.1993.1037
Richard Hartley, Andrew Zisserman, Multiple view geometry in computer vision ,(2000)
Bao Rong Chang, Hsiu Fen Tsai, Chung-Ping Young, Intelligent data fusion system for predicting vehicle collision warning using vision/GPS sensing Expert Systems With Applications. ,vol. 37, pp. 2439- 2450 ,(2010) , 10.1016/J.ESWA.2009.07.036
J. M. M. Montiel, Javier Civera, Oscar G. Grasa, Andrew J. Davison, 1-Point RANSAC for extended Kalman filtering: Application to real-time structure from motion and visual odometry Journal of Field Robotics. ,vol. 27, pp. 609- 631 ,(2010) , 10.1002/ROB.V27:5
Friedrich Fraundorfer, Davide Scaramuzza, Marc Pollefeys, A constricted bundle adjustment parameterization for relative scale estimation in visual odometry international conference on robotics and automation. pp. 1899- 1904 ,(2010) , 10.1109/ROBOT.2010.5509733
Michael Miksch, Bin Yang, Klaus Zimmermann, Motion compensation for obstacle detection based on homography and odometric data with virtual camera perspectives ieee intelligent vehicles symposium. pp. 1152- 1158 ,(2010) , 10.1109/IVS.2010.5548000