DocumentCode :
1400604
Title :
Reply to "Comments on \´Joint Detection and Estimation of Multiple Objects from Image Observations\´"
Author :
Ba-Ngu Vo ; Ba-Tuong Vo ; Nam-Trung Pham ; Suter, David
Author_Institution :
Sch. of Electr., Electron. & Comput. Eng., Univ. of Western Australia, Crawley, WA, Australia
Volume :
60
Issue :
3
fYear :
2012
fDate :
3/1/2012 12:00:00 AM
Firstpage :
1540
Lastpage :
1541
Abstract :
In this paper we present three theoretical results on conjugate priors for point processes (or random finite sets), namely Poisson, i.i.d. cluster, and multi-Bernoulli. As an example of the use of these results, the multi-Bernoulli conjugate prior was applied to multi-object filtering for image data, which covers various tracking problems, including track before-detect (TkBD). Davey´s comments only concern our implemen tation of the HPMHT algorithm used to benchmark the performance of the multi-Bernoulli filter in a numerical example involving TkBD.
Keywords :
filtering theory; object detection; object tracking; stochastic processes; target tracking; HPMHT algorithm; Poisson point process; TkBD; image data; image observation; multiBernoulli filter; multiBernoulli point process; multiobject filtering; multiple object detection; multiple object estimation; track before-detect; Approximation algorithms; Estimation; Heuristic algorithms; Target tracking;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2011.2173686
Filename :
6105580
Link To Document :
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