Learning flexible models from image sequences

作者: Adam Baumberg , David Hogg

DOI: 10.1007/3-540-57956-7_34

关键词:

摘要: The “Point Distribution Model”, derived by analysing the modes of variation a set training examples, can be useful tool in machine vision. One drawbacks this approach to date is that data acquired with human intervention where fixed points must selected eye from example images. A method described for generating similar flexible shape model automatically real image data. cubic B-spline used as vector model. Large sets are generate robust profile use labelling and tracking pedestrians real-world scenes. Furthermore, an extended which incorporates direction motion, allowing extrapolation shape.

参考文章(14)
K. Rohr, Incremental recognition of pedestrians from image sequences computer vision and pattern recognition. pp. 8- 13 ,(1993) , 10.1109/CVPR.1993.341008
Andrew Blake, Rupert Curwen, Andrew Zisserman, A framework for spatiotemporal control in the tracking of visual contours International Journal of Computer Vision. ,vol. 11, pp. 127- 145 ,(1993) , 10.1007/BF01469225
REJECTING OUTLIERS AND ESTIMATING ERRORS IN AN ORTHOGONAL-REGRESSION FRAMEWORK Philosophical transactions-Royal Society of London. Physical sciences and engineering. ,vol. 350, pp. 407- 439 ,(1995) , 10.1098/RSTA.1995.0022
Noel A. Murphy, Niall J. Byrne, Kevin O'Leary, Long sequence analysis of human motion using eigenvector decomposition Intelligent Robots and Computer Vision XII: Active Vision and 3D Methods. ,vol. 2056, pp. 400- 410 ,(1993) , 10.1117/12.150217
David Hogg, Model-based vision: a program to see a walking person Image and Vision Computing. ,vol. 1, pp. 5- 20 ,(1983) , 10.1016/0262-8856(83)90003-3
A. Hill, A. Thornham, C. J. Taylor, Model based interpretation of 3D medical images. british machine vision conference. pp. 1- 10 ,(1993) , 10.5244/C.7.34
T. F. Cootes, C. J. Taylor, Active shape models - 'Smart Snakes'. british machine vision conference. pp. 266- 275 ,(1992) , 10.1007/978-1-4471-3201-1_28
Michael Kass, Andrew Witkin, Demetri Terzopoulos, Snakes : Active Contour Models International Journal of Computer Vision. ,vol. 1, pp. 321- 331 ,(1988) , 10.1007/BF00133570
Xu Li-Qun, David Young, David Hogg, Building a Model of a Road Junction Using Moving Vehicle Information british machine vision conference. pp. 443- 452 ,(1992) , 10.1007/978-1-4471-3201-1_46
Alan L. Yuille, Peter W. Hallinan, David S. Cohen, Feature extraction from faces using deformable templates International Journal of Computer Vision. ,vol. 8, pp. 99- 111 ,(1992) , 10.1007/BF00127169