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Inter-Camera Tracking Based On Fully Unsupervised Online Learning

Abstract: 

In this paper, we present a novel fully automatic approach to track the same human across multiple disjoint cameras. Our framework includes a two-phase feature extractor and an online-learning-based camera link model estimation. We introduce an effective and robust integration of appearance and context features. Couples are detected automatically, and the couple feature is also integrated with appearance features effectively. The proposed algorithm is scalable with the use of a fully unsupervised online learning framework. In the experiments, it outperforms all the state-of-the-art methods on the benchmark NLPR_MCT dataset.

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Paper Details

Authors:
Young-Gun Lee, Zheng Tang, Jenq-Neng Hwang, Zhijun Fang
Submitted On:
8 September 2017 - 3:10am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Zheng Tang
Paper Code:
MP-PF.9
Document Year:
2017
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Document Files

poster_2.pdf

(8 downloads)

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[1] Young-Gun Lee, Zheng Tang, Jenq-Neng Hwang, Zhijun Fang, "Inter-Camera Tracking Based On Fully Unsupervised Online Learning", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1869. Accessed: Sep. 21, 2017.
@article{1869-17,
url = {http://sigport.org/1869},
author = {Young-Gun Lee; Zheng Tang; Jenq-Neng Hwang; Zhijun Fang },
publisher = {IEEE SigPort},
title = {Inter-Camera Tracking Based On Fully Unsupervised Online Learning},
year = {2017} }
TY - EJOUR
T1 - Inter-Camera Tracking Based On Fully Unsupervised Online Learning
AU - Young-Gun Lee; Zheng Tang; Jenq-Neng Hwang; Zhijun Fang
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1869
ER -
Young-Gun Lee, Zheng Tang, Jenq-Neng Hwang, Zhijun Fang. (2017). Inter-Camera Tracking Based On Fully Unsupervised Online Learning. IEEE SigPort. http://sigport.org/1869
Young-Gun Lee, Zheng Tang, Jenq-Neng Hwang, Zhijun Fang, 2017. Inter-Camera Tracking Based On Fully Unsupervised Online Learning. Available at: http://sigport.org/1869.
Young-Gun Lee, Zheng Tang, Jenq-Neng Hwang, Zhijun Fang. (2017). "Inter-Camera Tracking Based On Fully Unsupervised Online Learning." Web.
1. Young-Gun Lee, Zheng Tang, Jenq-Neng Hwang, Zhijun Fang. Inter-Camera Tracking Based On Fully Unsupervised Online Learning [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1869