GPU-accelerated human motion tracking using particle filter combined with PSO

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8192 LNCS, Issue , 2013, Pages 426-437

  Rymut, Boguslaw ^b   Kwolek, Bogdan ^a   Krzeszowski, Tomasz ^b  

^a AGH UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Poland)

^b RZESZOW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTER VISION; MONTE CARLO METHODS; PROBABILITY DISTRIBUTIONS; PROGRAM PROCESSORS; SIGNAL FILTERING AND PREDICTION; TARGET TRACKING; THREE DIMENSIONAL;

CALIBRATED CAMERAS; FRAMES PER SECONDS; HUMAN MOTION TRACKING; MOTION CAPTURE SYSTEM; PARTICLE FILTER; PARTICLE FILTERING; RESAMPLING SCHEME; TRACKING ACCURACY;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 84890869175     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-02895-8_38     Document Type: Conference Paper

References (11)

1. Arulampalam, M., Maskell, S., Gordon, N., Clapp, T.: A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking. Trans. Sig. Proc. 50(2), 174-188 (2002)
2. Blelloch, G.E.: Prefix sums and their applications. Tech. Rep. CMU-CS-90-190, School of Computer Science, Carnegie Mellon University (November 1990)
3. Box, G.E.P., Muller, M.E.: A note on the generation of random normal deviates. The Annals of Mathematical Statistics 29(2), 610-611 (1958)
4. Deutscher, J., Blake, A., Reid, I.: Articulated body motion capture by annealed particle filtering. In: IEEE Int. Conf. on Pattern Recognition, pp. 126-133 (2000)
5. Doucet, A., Godsill, S., Andrieu, C.: On sequential Monte Carlo sampling methods for bayesian filtering. Statistics and Computing 10(1), 197-208 (2000)
6. Gong, P., Basciftci, Y.O., Ozguner, F.: A parallel resampling algorithm for particle filtering on shared-memory architectures. In: IEEE Int. Parallel and Distributed Processing Symposium, pp. 1477-1483. IEEE Computer Society (2012)
7. Harris, M., Sengupta, S., Owens, J.D.: Parallel prefix sum (scan) with CUDA. In: Nguyen, H. (ed.) GPU Gems 3. Addison Wesley (August 2007)
8. Hoberock, J., Bell, N.: Thrust: A parallel template library, version 1.3.0 (2010), http://www.meganewtons.com/
9. Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proc. of IEEE Int. Conf. on Neural Networks, pp. 1942-1948. IEEE Press, Piscataway (1995)
10. Krzeszowski, T., Kwolek, B., Wojciechowski, K.: Articulated body motion tracking by combined particle swarm optimization and particle filtering. In: Bolc, L., Tadeusiewicz, R., Chmielewski, L.J., Wojciechowski, K. (eds.) ICCVG 2010, Part I. LNCS, vol. 6374, pp. 147-154. Springer, Heidelberg (2010)
11. Kwolek, B., Krzeszowski, T., Gagalowicz, A.,Wojciechowski, K., Josinski, H.: Realtime multi-view human motion tracking using particle swarm optimization with resampling. In: Perales, F.J., Fisher, R.B., Moeslund, T.B. (eds.) AMDO 2012. LNCS, vol. 7378, pp. 92-101. Springer, Heidelberg (2012)