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On-line video multi-object segmentation based on skeleton model and occlusion detection
Huang, Guoheng1; Pun, Chi-Man2
2018-12-01
Source PublicationMultimedia Tools and Applications
ISSN13807501
Volume77Issue:23Pages:31313-31329
Abstract

In this work, we propose an approach for on-line video multi object segmentation based on skeleton model and occlusion detection. We consider the multi-object segmentation in every frame as a multi-class region merging based object segmentation. We then generate the initial object superpixels automatically using a skeleton model from the second frame. Moreover, we also propose an initial background superpixel prediction scheme. In case the occlusion to affect the final segmentation result, we propose an occlusion detection model based on optical flow. The experimental results show that our method is both robust in segmenting multi objects and efficient in execution time. © 2018, Springer Science+Business Media, LLC, part of Springer Nature.

KeywordMulti-object Segmentation Skeleton Model Occlusion Detection Superpixel On-line
DOI10.1007/s11042-018-6208-x
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS IDWOS:000448401600052
PublisherSPRINGER
The Source to ArticleEngineering Village
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorPun, Chi-Man
Affiliation1.Guangdong University of Technology, Guangzhou, China;
2.University of Macau, Macau, China
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Huang, Guoheng,Pun, Chi-Man. On-line video multi-object segmentation based on skeleton model and occlusion detection[J]. Multimedia Tools and Applications,2018,77(23):31313-31329.
APA Huang, Guoheng,&Pun, Chi-Man.(2018).On-line video multi-object segmentation based on skeleton model and occlusion detection.Multimedia Tools and Applications,77(23),31313-31329.
MLA Huang, Guoheng,et al."On-line video multi-object segmentation based on skeleton model and occlusion detection".Multimedia Tools and Applications 77.23(2018):31313-31329.
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