Title :
Efficient Histogram PMHT Via Single Target Chip Processing
Author :
Davey, Samuel J.
Author_Institution :
Intell. Surveillance & Reconnaissance Div., Defence Sci. & Technol. Organ., Edinburgh, SA, Australia
Abstract :
The Histogram Probabilistic Multi-Hypothesis Tracker is a multi-target track before detect method with low computational complexity. However, for high resolution sensors with millions of pixels, a naive implementation can be too slow. Single target chip processing is proposed as an approximate implementation scheme that dramatically reduces computation cost without significant performance degradation. Simulated examples are used to quantify the improvements achieved.
Keywords :
computational complexity; probability; target tracking; approximate implementation scheme; computation cost reduction; high resolution sensors; histogram PMHT; histogram probabilistic multihypothesis tracker; low computational complexity; multitarget track before detect method; single target chip processing; Approximation methods; Histograms; Image sensors; Sensors; Signal processing algorithms; Target tracking; Vectors; Please add index terms;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2364300