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ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL

Abstract: 

In this paper, we exploit deep convolutional features for object appearance modeling and propose a simple while effective deep iscriminative model (DDM) for visual tracking. The proposed DDM takes as input the deep features and outputs an object-background confidence map. Considering that both spatial information from lower convolutional layers and semantic information from higher layers benefit object tracking, we construct multiple deep discriminative models (DDMs) for each layer and combine these confidence maps from each layer to obtain the final object-background confidence map. To reduce the risk of model drift, we propose to adopt a saliency method to generate object candidates. Object tracking is then achieved by finding the candidate with the largest confidence value. Experiments on a large-scale tracking benchmark demonstrate that the propose method performs favorably against state-of-the-art trackers.

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Paper Details

Authors:
Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni
Submitted On:
27 February 2017 - 10:18pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Jinhai Xiang
Paper Code:
ICASSP1701
Document Year:
2017
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Document Files

ICASSP_17_Tracking_Poster.pdf

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[1] Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni, "ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1469. Accessed: Aug. 14, 2020.
@article{1469-17,
url = {http://sigport.org/1469},
author = {Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni },
publisher = {IEEE SigPort},
title = {ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL},
year = {2017} }
TY - EJOUR
T1 - ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL
AU - Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1469
ER -
Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni. (2017). ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL. IEEE SigPort. http://sigport.org/1469
Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni, 2017. ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL. Available at: http://sigport.org/1469.
Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni. (2017). "ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL." Web.
1. Heng Fan; Jinhai Xiang; Guoliang Li;Fuchuan Ni. ROBUST VISUAL TRACKING VIA DEEP DISCRIMINATIVE MODEL [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1469