TY - GEN
T1 - Improved tracking-learning-detection human tracking algorithm
AU - Liang, Yan
AU - Pan, Feng
AU - Yang, Bo
AU - Li, Weixing
PY - 2013
Y1 - 2013
N2 - For the problem that appearance of human will be changed in motion, it is a challenge to those capabilities of tracker, related to adaptation of human appearance. In the paper, an improved Tracking-Learning-Detection algorithm, including short-term-tracking, real-time-detection and online-learning, is proposed. Furthermore, scale-invariant feature is applied to the short-term-tracking to determine the location of target in consecutive frames. The video stream of the PETS2006 database is utilized to evaluate the proposed algorithm. Experiments results demonstrate the effectiveness, especially on the short-term-tracking performance.
AB - For the problem that appearance of human will be changed in motion, it is a challenge to those capabilities of tracker, related to adaptation of human appearance. In the paper, an improved Tracking-Learning-Detection algorithm, including short-term-tracking, real-time-detection and online-learning, is proposed. Furthermore, scale-invariant feature is applied to the short-term-tracking to determine the location of target in consecutive frames. The video stream of the PETS2006 database is utilized to evaluate the proposed algorithm. Experiments results demonstrate the effectiveness, especially on the short-term-tracking performance.
KW - Human tracking
KW - Scale-invariant feature
KW - Tracking-learning-detection
UR - http://www.scopus.com/inward/record.url?scp=84872468413&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMM.263-266.2631
DO - 10.4028/www.scientific.net/AMM.263-266.2631
M3 - Conference contribution
AN - SCOPUS:84872468413
SN - 9783037855744
T3 - Applied Mechanics and Materials
SP - 2631
EP - 2634
BT - Information Technology Applications in Industry
PB - Trans Tech Publications Ltd.
T2 - 2012 International Conference on Information Technology and Management Innovation, ICITMI 2012
Y2 - 10 November 2012 through 11 November 2012
ER -