NDLI: Extended cuckoo search-based kernel correlation filter for abrupt motion tracking

Content Provider	IET Digital Library
Author	Zhang, Huanlong Zhang, Xiujiao Wang, Yong Qian, Xiaoliang Wang, Yanfeng
Abstract	Kernelised correlation filter (KCF)-based trackers have recently attracted considerable attention due to their exciting accuracy and efficiency. Numerous improvements have been made later for coping with scales variation or partial occlusion etc. However, when there is an abrupt motion between the consecutive image frames, these trackers would face failure. To alleviate the problem, the authors present an extended cuckoo search (CS)-based KCF tracker (called ECSKCF). At first, the extended CS algorithm is constructed by the Simplex method (SM). CS has obvious capability in global search while the SM has exceptional advantage in local search. Based on ECS method, motion prediction is transformed to globally search for optimal position intending to enhance the quality of base image. Then, combined ECS with Gaussian distribution, a hybrid motion model is introduced to KCF framework, which has the capability of capturing abrupt motion. Finally, a unified framework is designed to track smooth or abrupt motion simultaneously. Extensive experimental results in both quantitative and qualitative measures demonstrate the effectiveness of the authors’ proposed method for abrupt motion tracking.
Starting Page	763
Ending Page	769
Page Count	7
ISSN	17519632
Volume Number	12
e-ISSN	17519640
Issue Number	Issue 6, Sep (2018)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/iet-cvi/12/6
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/iet-cvi.2017.0554
Journal	IET Computer Vision
Publisher Date	2018-03-20
Access Restriction	Open
Rights Holder	© The Institution of Engineering and Technology
Subject Keyword	Abrupt Motion Tracking Base Image Combinatorial Mathematics Computer Vision And Image Processing Technique Consecutive Image Frames Correlation Method CS-based KCF Tracker ECS Method ECSKCF Extended CS Algorithm Extended Cuckoo Search Filtering Method in Signal Processing Filtering Theory Gaussian Distribution Global Search Hybrid Motion Model Image Motion Analysis KCF Framework Kernel Correlation Filter Kernelised Correlation Filter-based Trackers Local Search Motion Prediction Object Tracking Optical, Image And Video Signal Processing Optimisation Technique Partial Occlusion Scales Variation Search Problem Simplex Method SM Statistics
Content Type	Text
Resource Type	Article
Subject	Computer Vision and Pattern Recognition Software

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