Video saliency detection using object proposals
Guo F.1; Wang W.1; Shen J.1; Shao L.2; Yang J.1; Tao D.3; Tang Y.Y.4
Source PublicationIEEE Transactions on Cybernetics
AbstractIn this paper, we introduce a novel approach to identify salient object regions in videos via object proposals. The core idea is to solve the saliency detection problem by ranking and selecting the salient proposals based on object-level saliency cues. Object proposals offer a more complete and high-level representation, which naturally caters to the needs of salient object detection. As well as introducing this novel solution for video salient object detection, we reorganize various discriminative saliency cues and traditional saliency assumptions on object proposals. With object candidates, a proposal ranking and voting scheme, based on various object-level saliency cues, is designed to screen out nonsalient parts, select salient object regions, and to infer an initial saliency estimate. Then a saliency optimization process that considers temporal consistency and appearance differences between salient and nonsalient regions is used to refine the initial saliency estimates. Our experiments on public datasets (SegTrackV2, Freiburg-Berkeley Motion Segmentation Dataset, and Densely Annotated Video Segmentation) validate the effectiveness, and the proposed method produces significant improvements over state-of-the-art algorithms.
KeywordObject proposals object-level saliency cues salient region detection video saliency
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Cited Times [WOS]:47   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Beijing Institute of Technology
2.University of East Anglia
3.The University of Sydney
4.Universidade de Macau
Recommended Citation
GB/T 7714
Guo F.,Wang W.,Shen J.,et al. Video saliency detection using object proposals[J]. IEEE Transactions on Cybernetics,2018,48(11):3159-3170.
APA Guo F.,Wang W.,Shen J.,Shao L.,Yang J.,Tao D.,&Tang Y.Y..(2018).Video saliency detection using object proposals.IEEE Transactions on Cybernetics,48(11),3159-3170.
MLA Guo F.,et al."Video saliency detection using object proposals".IEEE Transactions on Cybernetics 48.11(2018):3159-3170.
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