An efficient method for contour tracking using active shape models

作者: A.M. Baumberg , D.C. Hogg

DOI: 10.1109/MNRAO.1994.346236

关键词: Real imageSpline (mathematics)Pattern recognitionSilhouetteArtificial intelligenceComputer visionComputer scienceKalman filterActive contour modelAutomatic controlActive shape modelIterative refinement

摘要: There has been considerable research interest recently, in the areas of real time contour tracking and active shape models. This paper demonstrates how dynamic filtering can be used combination with a modal-based flexible model to track an articulated non-rigid body motion. The results show method being silhouette walking pedestrian time. was generated automatically from image data incorporates variability due orientation as well object flexibility. A Kalman filter is control spatial scale for feature search over successive frames. Iterative refinement allows accurate localisation where feasible. knowledge likely speeds up by reducing number system parameters. further increase speed obtained parameters independently. >

参考文章(10)
T. F. Cootes, A. Hill, C. J. Taylor, J. Haslam, The Use of Active Shape Models for Locating Structures in Medical Images information processing in medical imaging. pp. 33- 47 ,(1993) , 10.1007/BFB0013779
Demetri Terzopoulos, Richard Szeliski, Tracking with Kalman snakes Active vision. pp. 3- 20 ,(1993)
Rupert Curwen, Andrew Blake, Dynamic contours: real-time active splines Active vision. pp. 39- 57 ,(1993)
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
Adam Baumberg, David Hogg, Learning flexible models from image sequences european conference on computer vision. pp. 299- 308 ,(1994) , 10.1007/3-540-57956-7_34
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
T. F. Cootes, C. J. Taylor, D. H. Cooper, J. Graham, Training models of shape from sets of examples british machine vision conference. pp. 9- 18 ,(1992) , 10.5244/C.6.2
A. Pentland, B. Horowitz, Recovery of nonrigid motion and structure IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 13, pp. 730- 742 ,(1991) , 10.1109/34.85661