A multisensor fusion approach to shape estimation using a mobile platform with uncalibrated position

作者: Zi Zhang , B.K. Ghosh

DOI: 10.1109/MFI.1999.815990

关键词: Kalman filterSensor fusionRangingOdometerRoboticsMobile robotComputer scienceArtificial intelligenceComputer visionMachine visionExtended Kalman filter

摘要: Estimation of three dimensional shapes is a difficult problem which has been considered by researchers in machine vision and robotics. A typical to estimate shape using images taken from various viewpoints. We consider camera mounted on mobile platform actively controlled effecting changes the viewpoint camera. The also capability 2D ranging addition camera-hence providing an opportunity for sensor fusion. In this paper, we first developed new technique calibrate position based range lines odometer. Then these calibration parameters, (plane) estimation extended Kalman filter (EKF) carried out utilizing multiple views CCD data finder. effectiveness approach proved experimental results.

参考文章(7)
J.A. Castellanos, J.M. Martinez, J. Neira, J.D. Tardos, Simultaneous map building and localization for mobile robots: a multisensor fusion approach international conference on robotics and automation. ,vol. 2, pp. 1244- 1249 ,(1998) , 10.1109/ROBOT.1998.677271
B. K. Ghosh, E. P. Loucks, A Perspective Theory for Motion and Shape Estimation in Machine Vision Siam Journal on Control and Optimization. ,vol. 33, pp. 1530- 1559 ,(1995) , 10.1137/S0363012993246853
A.J. Munoz, J. Gonzalez, Two-dimensional landmark-based position estimation from a single image international conference on robotics and automation. ,vol. 4, pp. 3709- 3714 ,(1998) , 10.1109/ROBOT.1998.681415
Ldyla Cahut, Kimon P Valavanis, Hakan Deliç, Sonar resolution-based environment mapping international conference on robotics and automation. ,vol. 3, pp. 2541- 2547 ,(1998) , 10.1109/ROBOT.1998.680724
S. Soatto, R. Frezza, P. Perona, Motion estimation via dynamic vision IEEE Transactions on Automatic Control. ,vol. 41, pp. 393- 413 ,(1996) , 10.1109/9.486640
J. Neira, J.D. Tardos, J. Horn, G. Schmidt, Fusing range and intensity images for mobile robot localization international conference on robotics and automation. ,vol. 15, pp. 76- 84 ,(1999) , 10.1109/70.744604
L. Delahoche, C. Pegard, E.M. Mouaddib, P. Vasseur, Incremental map building for mobile robot navigation in an indoor environment international conference on robotics and automation. ,vol. 3, pp. 2560- 2565 ,(1998) , 10.1109/ROBOT.1998.680727