In recent years, multi-target tracking technology based on Gaussian Mixture- Probability Hypothesis Density (GM-PHD) filtering has become a hot field of information fusion research. This article outlines the generation and development of multi-target tracking methods based on GM-PHD filtering, and the principle and implementation method of GM-PHD filtering are explained, and the application status based on GM-PHD filtering is summarized, and the key issues of the development of GM-PHD filtering technology are analyzed.
References
[1]
Vo, B. and Ma, W. (2006) The Gaussian Mixture Probability Hypothesis Density Filter. IEEE Transactions on Signal Processing, 54, 4091-4104.
https://doi.org/10.1109/TSP.2006.881190
[2]
Vo, B., Clark, D.E., Vo, B. and Ristic, B. (2011) Bernoulli Forward-Backward Smoothing for Joint Target Detection and Tracking. IEEE Transactions on Signal Processing, 59, 4473-4477. https://doi.org/10.1109/TSP.2011.2158427
[3]
Pasha, S.A., Vo, B., Tuan, H.D. and Ma, W. (2009) A Gaussian Mixture PHD Filter for Jump Markov System Models. IEEE Transactions on Aerospace and Electronic Systems, 45, 919-936. https://doi.org/10.1109/TAES.2009.5259174
[4]
Mahler, R. (2009) PHD Filters for Nonstandard Targets, I: Extended Targets. 2009 12th International Conference on Information Fusion, Seattle, WA, 915-921.
[5]
Granstrom, K., Lundquist, C. and Orguner, O. (2012) Extended Target Tracking Using a Gaussian-Mixture PHD Filter. IEEE Transactions on Aerospace and Electronic Systems, 53, 1055-1058. https://doi.org/10.1109/TAES.2012.6324703
[6]
Dehkordi, M.Y., Azimifar, Z. and Masnadishirazi, M.A. (2011) An Improvement on GM-PHD Filter for Occluded Target Tracking. 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, 1773-1776. Wright and Wright, W. (1906) Flying-Machine. US Patent No. 821393.
https://doi.org/10.1109/ICASSP.2011.5946846
[7]
Edman, V., Andersson, M., Granström, K. and Gustafsson, F. (2013) Pedestrian Group Tracking Using the GM-PHD Filter. 21st European Signal Processing Conference (EUSIPCO 2013), Marrakech, 1-5.
[8]
Adeli, A., Yazdian-Dehkordi, M., Azimifar, Z. and Rojhani, O.R. (2012) Occluded Targets Tracking Using Improved GM-PHD Tracker. 2012 IEEE 11th International Conference on Signal Processing, Beijing, 1071-1075.
https://doi.org/10.1109/ICoSP.2012.6491763