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CDC
2010
IEEE
128views Control Systems» more  CDC 2010»
12 years 10 months ago
Decentralization of particle filters using arbitrary state decomposition
In this paper, a new particle filter (PF) which we refer to as the decentralized PF (DPF) is proposed. By first decomposing the state into two parts, the DPF splits the filtering p...
Tianshi Chen, Thomas B. Schön, Henrik Ohlsson...
TSP
2011
104views more  TSP 2011»
12 years 11 months ago
Decentralized Particle Filter With Arbitrary State Decomposition
—In this paper, a new particle filter (PF) which we refer to as the decentralized PF (DPF) is proposed. By first decomposing the state into two parts, the DPF splits the filte...
Tianshi Chen, Thomas B. Schön, Henrik Ohlsson...
CVPR
2012
IEEE
11 years 6 months ago
Decentralized particle filter for joint individual-group tracking
In this paper, we address the task of tracking groups of people in surveillance scenarios. This is a major challenge in computer vision, since groups are structured entities, subj...
Loris Bazzani, Marco Cristani, Vittorio Murino
UAI
2003
13 years 5 months ago
Decentralized Sensor Fusion with Distributed Particle Filters
This paper presents a scalable Bayesian technique for decentralized state estimation from multiple platforms in dynamic environments. As has long been recognized, centralized arch...
Matthew Rosencrantz, Geoffrey J. Gordon, Sebastian...
ICPR
2008
IEEE
14 years 5 months ago
SVD based Kalman particle filter for robust visual tracking
Object tracking is one of the most important tasks in computer vision. The unscented particle filter algorithm has been extensively used to tackle this problem and achieved a grea...
Qingdi Wei, Weiming Hu, Xi Li, Xiaoqin Zhang, Yang...