TY - GEN
T1 - Real-time object tracking with correlation filtering and state prediction
AU - Contreras, Viridiana
AU - Diaz-Ramirez, Victor H.
AU - Kober, Vitaly
AU - Tapia-Armenta, Juan J.
PY - 2013
Y1 - 2013
N2 - A real-time tracking system based on adaptive correlation filtering and state prediction is proposed. The system is able to estimate at high-rate the position of multiple targets within the observed scene by taking into account information of past and present scene-frames. The position of the targets in the current frame is estimated with the help of a bank of composite correlation filters applied to several small regions taken from the observed scene. These small regions are updated in each frame according to information from a state predictor based on the motion model of targets in a twodimensional plane. The proposed system is implemented on a graphics processing unit to take advantage of massive parallelism. Computer simulation results obtained with the proposed system are presented and discussed in terms of tracking accuracy and real-time operation efficiency.
AB - A real-time tracking system based on adaptive correlation filtering and state prediction is proposed. The system is able to estimate at high-rate the position of multiple targets within the observed scene by taking into account information of past and present scene-frames. The position of the targets in the current frame is estimated with the help of a bank of composite correlation filters applied to several small regions taken from the observed scene. These small regions are updated in each frame according to information from a state predictor based on the motion model of targets in a twodimensional plane. The proposed system is implemented on a graphics processing unit to take advantage of massive parallelism. Computer simulation results obtained with the proposed system are presented and discussed in terms of tracking accuracy and real-time operation efficiency.
KW - Multiclass object recognition
KW - dynamic models
KW - graphics processing unit
KW - object tracking
KW - real-time image processing
UR - http://www.scopus.com/inward/record.url?scp=84887013809&partnerID=8YFLogxK
U2 - 10.1117/12.2024363
DO - 10.1117/12.2024363
M3 - Contribución a la conferencia
AN - SCOPUS:84887013809
SN - 9780819497062
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - Applications of Digital Image Processing XXXVI
T2 - Applications of Digital Image Processing XXXVI
Y2 - 26 August 2013 through 29 August 2013
ER -