Results 41 to 50 of about 6,182,412 (149)

GLMB Tracker with Partial Smoothing

open access: yesSensors, 2019
In this paper, we introduce a tracking algorithm based on labeled Random Finite Sets (RFS) and Rauch–Tung–Striebel (RTS) smoother via a Generalized Labeled Multi-Bernoulli (GLMB) multi-scan estimator to track multiple objects in a wide range of tracking ...
Tran Thien Dat Nguyen, Du Yong Kim
doaj   +1 more source

A random finite set conjugate prior and application to multi-target tracking

open access: yes, 2011
The objective of multi-object estimation is to simultaneously estimate the number of objects and their states from a set of observations in the presence of data association uncertainty, detection uncertainty, false observations and noise. This estimation
Ba Tuong Vo (20066427)   +1 more
core   +2 more sources

Receding Horizon Estimation for Multi-Target Tracking via Random Finite Set Approach

open access: yes, 2018
© 2018 ISIF This paper proposes a robust multi-target tracking algorithm for uncertainty in dynamic motion modeling. To address this issue, the multi-target tracking problem is formulated under random finite set (RFS) framework with finite length memory ...
Du Yong Kim (13432683)
core   +2 more sources

δ-Generalized Labeled Multi-Bernoulli Simultaneous Localization and Mapping with an Optimal Kernel-Based Particle Filtering Approach

open access: yesSensors, 2019
Under realistic environmental conditions, heuristic-based data association and map management routines often result in divergent map and trajectory estimates in robotic Simultaneous Localization And Mapping (SLAM). To address these issues, SLAM solutions
Diluka Moratuwage   +2 more
doaj   +1 more source

Joint PHD Filter and Hungarian Assignment Algorithm for Multitarget Tracking in Low Signal-to-Noise Ratio [PDF]

open access: yesRadioengineering, 2023
Multitarget tracking (MTT) for image processing in low signal-to-noise ratio (SNR) is difficult and computationally expensive because the distinction between the target and the background is small. Among the current MTT algorithms, Random Finite Set (RFS)
S. Xiao   +4 more
doaj  

Multiobject Tracking with Track Continuity: An Efficient Random Finite Set Based Algorithm

open access: yes, 2018
We propose a random finite set (RFS) based algorithm for tracking multiple objects while maintaining track continuity. In our approach, the object states are modeled by a combination of a labeled multi-Bernoulli (LMB) RFS and a Poisson RFS.
Thomas Kropfreiter   +3 more
core   +1 more source

Random Finite Set Theory and Centralized Control of Large Collaborative Swarms

open access: yes, 2021
Controlling large swarms of robotic agents presents many challenges, including, but not limited to, computational complexity due to a large number of agents, uncertainty in the functionality of each agent in the swarm, and uncertainty in the swarm’s ...
Zhu, Pingping   +3 more
core   +1 more source

A Network-Group Target State and Network Topology Estimation Method Based on Signals Containing Delay, Doppler and Address

open access: yesRemote Sensing
Network-group targets are a set of objectives that adhere to a shared communication protocol, perform common tasks, and exhibit relatively coordinated movements. Typically, network-group targets emit radar and communication signals.
Ximeng Zhang   +5 more
doaj   +1 more source

Constrained Multi-Sensor Control Using a Multi-Target MSE Bound and a δ-GLMB Filter

open access: yesSensors, 2018
The existing multi-sensor control algorithms for multi-target tracking (MTT) within the random finite set (RFS) framework are all based on the distributed processing architecture, so the rule of generalized covariance intersection (GCI) has to be used to
Feng Lian   +3 more
doaj   +1 more source

A labeled random finite set spawning model

open access: yes, 2017
© 2017 IEEE. Previous labeled random finite set filter developments use a target motion model that only accounts for survival and birth. While such a model provides the means for a multi-target tracking filter such as the Generalized Labeled Multi ...
Ba Tuong Vo (20066427)   +3 more
core   +2 more sources

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