TY - GEN
T1 - A multiple object tracking method based on object chain
AU - Luo, Xiling
AU - Ma, Xiuhong
PY - 2011
Y1 - 2011
N2 - In this paper, we propose a multi-object tracking method. It uses the object chain from different cameras. Firstly, according to the Kalman filter, the object region in the next frame could be predicted, and if the overlap area between the predicted region and the detected region is larger than the threshold, setting the value to 1 in the matching matrix, otherwise setting the value to 0. Secondly, it will separately update the state of the previous and current frame by line and column scanning the matching matrix. The same object state should be put into a chain, at the same time, the relevant frame number and position is noted. Finally, it will realize multi-target tracking by the matched feature in the object chain from different videos. The experimental results reveal that the proposed method could track the occluded targets better and reduce greatly the tracking time.
AB - In this paper, we propose a multi-object tracking method. It uses the object chain from different cameras. Firstly, according to the Kalman filter, the object region in the next frame could be predicted, and if the overlap area between the predicted region and the detected region is larger than the threshold, setting the value to 1 in the matching matrix, otherwise setting the value to 0. Secondly, it will separately update the state of the previous and current frame by line and column scanning the matching matrix. The same object state should be put into a chain, at the same time, the relevant frame number and position is noted. Finally, it will realize multi-target tracking by the matched feature in the object chain from different videos. The experimental results reveal that the proposed method could track the occluded targets better and reduce greatly the tracking time.
KW - Kalman filter
KW - multi-object tracking
KW - object chain
UR - https://www.scopus.com/pages/publications/84856159004
U2 - 10.1117/12.917408
DO - 10.1117/12.917408
M3 - 会议稿件
AN - SCOPUS:84856159004
SN - 9780819489920
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - 2012 International Workshop on Image Processing and Optical Engineering
T2 - 2012 International Workshop on Image Processing and Optical Engineering
Y2 - 9 January 2012 through 10 January 2012
ER -