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Visual saliency detection with center shift
Weibin Yang1; Yuan Yan Tang1,2; Bin Fang1; Zhaowei Shang1; Yuewei Lin3
2013-03-01
Source PublicationNeurocomputing
ISSN0925-2312
Volume103Pages:63-74
Abstract

This paper proposes a novel method for visual saliency detection based on an universal probabilistic model, which measures the saliency by combining low level features and location prior. We view the task of estimating visual saliency as searching the most conspicuous parts in an image and extract the saliency map by computing the dissimilarity between different regions. We simulate the moving of the center of human visual field, and describe how the center shift process works on visual saliency. Furthermore, multiscale analysis is adopted for improving the robustness of our model. Experimental results on three public image datasets show that the proposed approach outperforms 18 state-of-the-art methods for both salient object detection and human eye fixation prediction. 

KeywordCenter Shift Human Fixation Multiscale Analysis Probabilistic Model Salient Object Visual Saliency
DOIhttps://doi.org/10.1016/j.neucom.2012.08.029
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000313374500007
PublisherELSEVIER SCIENCE BV, PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS
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被引频次[WOS]:14   [WOS记录]     [WOS相关记录]
Document TypeJournal article
专题DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorWeibin Yang
Affiliation1.School of Computer Science, Chongqing University, Chongqing 400030, China
2.Department of Computer and Information Science, University of Macau 999078, Macau
3.Department of Computer Science and Engineering, University of South Carolina, Columbia, SC 29208, USA
推荐引用方式
GB/T 7714
Weibin Yang,Yuan Yan Tang,Bin Fang,et al. Visual saliency detection with center shift[J]. Neurocomputing,2013,103:63-74.
APA Weibin Yang,Yuan Yan Tang,Bin Fang,Zhaowei Shang,&Yuewei Lin.(2013).Visual saliency detection with center shift.Neurocomputing,103,63-74.
MLA Weibin Yang,et al."Visual saliency detection with center shift".Neurocomputing 103(2013):63-74.
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