Title :
Robust detection & tracking of object by particle filter using color information
Author :
Kumar, Ajit ; Mishra, Sonu K. ; Dash, Pranjna Parimita
Author_Institution :
Dept. of Electr. & Electron. Eng., BIT-MESRA, Mesra, India
Abstract :
Robust visual tracking of object over extended image sequence is one of the most challenging problems in computer vision. Effective solutions to this problem are crucial for applications such as smart video surveillance, intelligent human machine interaction, machine vision and robotics. Most tracking method can be classified into two major types, namely, probabilistic filtering algorithms and deterministic localization algorithms. In this paper some improvement in color based tracking has been proposed and employed to track a moving object. The object state has been taken as the object position, speed, size, object size scale and the appearance condition of the object. The target model update condition and adaptive likelihood had been calculated to ensure the proper tracking of an object. From the simulation results it is observed that the proposed algorithm is a suitable and efficient methodology for object tracking in many challenging situations.
Keywords :
Bayes methods; image colour analysis; image sequences; object detection; object tracking; particle filtering (numerical methods); Bayesian filtering; adaptive likelihood; color based tracking; color information; computer vision; deterministic localization algorithms; image sequence; intelligent human machine interaction; machine vision; object appearance condition; object position; object robust detection; object robust visual tracking; object size scale; particle filter; probabilistic filtering algorithms; robotics; smart video surveillance; target model update condition; Color; Histograms; Image color analysis; Mathematical model; Object tracking; Particle filters; Target tracking; Bhattacharya distance; Object tracking; bayesian filtering; particle filter;
Conference_Titel :
Computing, Communications and Networking Technologies (ICCCNT),2013 Fourth International Conference on
Conference_Location :
Tiruchengode
Print_ISBN :
978-1-4799-3925-1
DOI :
10.1109/ICCCNT.2013.6726623