Accurate Scale Adaptive and Real-Time Visual Tracking with Correlation Filters

Jiatian PI  Shaohua ZENG  Qing ZUO  Yan WEI  

Publication
IEICE TRANSACTIONS on Information and Systems   Vol.E101-D   No.11   pp.2855-2858
Publication Date: 2018/11/01
Online ISSN: 1745-1361
DOI: 10.1587/transinf.2018EDL8116
Type of Manuscript: LETTER
Category: Image Recognition, Computer Vision
Keyword: 
correlation filters,  kernel methods,  scale estimation,  visual tracking,  

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Summary: 
Visual tracking has been studied for several decades but continues to draw significant attention because of its critical role in many applications. This letter handles the problem of fixed template size in Kernelized Correlation Filter (KCF) tracker with no significant decrease in the speed. Extensive experiments are performed on the new OTB dataset.