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Non-rigid visual object tracking using user-defined marker and Gaussian kernel
Huang G.; Pun C.-M.; Lin C.; Zhou Y.
2015-02-27
Source PublicationMultimedia Tools and Applications
ISSN15737721 13807501
Volume75Issue:10Pages:5473-5492
Abstract

A novel non-rigid object tracking based on interactive user-define marker and superpixel Gaussian kernel is proposed in this paper. In the initialization stage, instead of using the traditional bounding box to locate the targeted object, we have employed an interactive segmentation with user-defined marker to segment the object accurately in the first frame of the input video to avoid the background influence in the traditional bounding box. During the tracking stage, by using a Gaussian kernel as movement constraint, each superpixel is tracked independently to locate the object in the next frame. Experimental results show that the proposed method compared to state of the art methods can achieve better robustness and accuracy for various challenging video clips.

KeywordGaussian Kernel Interactive Segmentation Non-rigid Object Tracking Superpixel
DOI10.1007/s11042-015-2516-6
URLView the original
Indexed BySCI
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS IDWOS:000377196600006
PublisherSpringer
Fulltext Access
Citation statistics
Cited Times [WOS]:4   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorPun C.-M.
AffiliationUniversidade de Macau
Recommended Citation
GB/T 7714
Huang G.,Pun C.-M.,Lin C.,et al. Non-rigid visual object tracking using user-defined marker and Gaussian kernel[J]. Multimedia Tools and Applications,2015,75(10):5473-5492.
APA Huang G.,Pun C.-M.,Lin C.,&Zhou Y..(2015).Non-rigid visual object tracking using user-defined marker and Gaussian kernel.Multimedia Tools and Applications,75(10),5473-5492.
MLA Huang G.,et al."Non-rigid visual object tracking using user-defined marker and Gaussian kernel".Multimedia Tools and Applications 75.10(2015):5473-5492.
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