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ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT

Abstract: 

There is a big challenge in online multi-object tracking-by-detection, which caused by frequent occlusions, false alarms or miss detections and other factors. In this paper, we pro-posed an improved fast online multi-object tracking method through taking into account the results of multiple single-object trackers and detections synthetically. To solve the fixed scale problem of conventional kernelized correlation filter in single-object tracker we used, trackers are associated with de-tections based on position and size and then an adaptive mech-anism of trackers is established. In addition, in order to cor-rectly reassign detections to lost trackers after occlusion, we propose to attach occluded object to occluders to predict its position. And then, an association strategy on the basis of appearance, position, attached position and size reliably reas-signs detections to re-appearing objects. Experiments on public datasets demonstrate that our proposed method performs favorably against the state-of-the-art methods.

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Paper Details

Authors:
Huiling Wu, Weihai Li
Submitted On:
6 December 2016 - 9:18pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Weihai Li
Paper Code:
GS-P3.4
Document Year:
2016
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ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT

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[1] Huiling Wu, Weihai Li, "ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1385. Accessed: Sep. 20, 2020.
@article{1385-16,
url = {http://sigport.org/1385},
author = {Huiling Wu; Weihai Li },
publisher = {IEEE SigPort},
title = {ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT},
year = {2016} }
TY - EJOUR
T1 - ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT
AU - Huiling Wu; Weihai Li
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1385
ER -
Huiling Wu, Weihai Li. (2016). ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT. IEEE SigPort. http://sigport.org/1385
Huiling Wu, Weihai Li, 2016. ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT. Available at: http://sigport.org/1385.
Huiling Wu, Weihai Li. (2016). "ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT." Web.
1. Huiling Wu, Weihai Li. ROBUST ONLINE MULTI-OBJECT TRACKING BASED ON KCF TRACKERS AND REASSIGNMENT [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1385