Title :
An Effective Hough Transform Based Track Initiation
Author :
Jin, Shu-ling ; Liang, Yan ; He, Peng ; Pan, Guang-lin ; Pan, Quan ; Cheng, Yong-mei
Author_Institution :
Coll. of Autom., Northwestern Polytech. Univ., Xi´´an
Abstract :
In this paper, a Hough transform (HT) based track initiation method is proposed to detect targets in 3L (low signal-to-clutter-ratio, low signal-to-noise-ratio, and low detection probability) environment using a new and effective accumulation method. In the new accumulation method, the contributions of each cell´s votes are determined by the neighbors of the resolving cell, instead of just the cell itself so that the disturbance of sampled probability density, due to finite samples, can be smoothed. Simulation results show that our method not only makes significant improvement in reducing false tracks but also has stronger robustness to measurement noise and clutters, compared with standard HT based track initiation with binary accumulation
Keywords :
Hough transforms; probability; signal denoising; target tracking; Hough transform; accumulation method; low detection probability; low signal-to-clutter-ratio; low signal-to-noise-ratio; track initiation method; Automation; Coordinate measuring machines; Cybernetics; Educational institutions; Helium; Machine learning; Noise measurement; Position measurement; Signal to noise ratio; Target tracking; Time measurement; Voting; Hough Transform; multiple target tracking; track initiation;
Conference_Titel :
Machine Learning and Cybernetics, 2006 International Conference on
Conference_Location :
Dalian, China
Print_ISBN :
1-4244-0061-9
DOI :
10.1109/ICMLC.2006.258425