Abstract
A novel technique is described for analysing human movement in outdoor scenes. Following initial detection of the humans using active contour models, the contours are then re-represented as normalised axis crossover vectors. These vectors are then fed into a neural network which determines the typicality of a given human shape, allowing for a given human’s motion deformation to be analysed. Experiments are described which investigate the success of the technique being presented.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Kass, M., Witkin, A., Terzopoulos, D.: Snakes: active contour models. International Journal of Computer Vision, 321–331 (1988)
Tabb, K., Davey, N., George, S., Adams, R.: Detecting Partial Occlusion of Humans using Snakes and Neural Networks. In: Proceedings of the 5th International Conference on Engineering Applications of Neural Networks, Warsaw, September 13-15, pp. 34–39 (1999)
Tabb, K., George, S., Adams, R., Davey, N.: Human Shape Recognition from Snakes using Neural Networks. In: Proceedings of the 3rd International Conference on Computational Intelligence and Multimedia Applications, Delhi, September 1999, pp. 23–26, 292-296 (1999)
Sonka, M., Hlavac, V., Boyle, R.: Image processing, analysis and machine vision. Chapman & Hall, Boca Raton (1994)
Marr, D.: Vision. W.H. Freeman & Company, New York (1982)
Baumberg, A.M., Hogg, D.C.: An efficient method for contour tracking using active shape models. University of Leeds School of Computer Studies Research Report Series, Report 94.11 (1994)
Williams, D.J., Shah, M.: A fast algorithm for active contours and curvature estimation. CVGIP - Image Understanding 55, 14–26 (1992)
Blake, A., Isard, M.: Active Contours. Springer, Heidelberg (1998)
Tabb, K., George, S.: Snakes and their influence on visual processing. University of Hertfordshire Department of Computer Science Technical Report No. 309 (February 1998)
MetaCreations. Poser 4 for Macintosh (1999), http://www.metacreations.com
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2000 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Tabb, K., Davey, N., Adams, R., George, S. (2000). Analysis of Human Motion Using Snakes and Neural Networks. In: Nagel, HH., Perales LĂłpez, F.J. (eds) Articulated Motion and Deformable Objects. AMDO 2000. Lecture Notes in Computer Science, vol 1899. Springer, Berlin, Heidelberg. https://doi.org/10.1007/10722604_5
Download citation
DOI: https://doi.org/10.1007/10722604_5
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-67912-7
Online ISBN: 978-3-540-44591-3
eBook Packages: Springer Book Archive