Sparse-Distinctive Saliency Detection
Luo, Yongkang1; Wang, Peng1; Zhu, Wenjun1; Qiao, Hong2
2015-09-01
发表期刊IEEE SIGNAL PROCESSING LETTERS
卷号22期号:9页码:1378-1382
文章类型Article
摘要In this letter, we propose a novel saliency model for saliency detection, named sparse-distinctive (SD) saliency model. Different from the existing models that only consider sparsity or distinctness of image, the proposed model computes saliency based on sparsity and distinctness. The basic idea is that sparsity and distinctness contribute to saliency simultaneously and play different roles under different scenes. This sparse-distinctive saliency model is based on some key ideas introduced in this letter and supported by psychological evidence. Experimental results on public benchmark eye-tracking datasets show that considering the sparsity and distinctness for saliency can improve the accuracy of predicting human fixations, and the proposed model outperforms the mainstream models on predicting human fixations.
关键词Distinctness Saliency Sparsity Visual Attention
WOS标题词Science & Technology ; Technology
关键词[WOS]Distinctness, saliency, sparsity, visual attention
收录类别SCI
语种英语
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000358598800005
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8880
专题精密感知与控制研究中心_精密感知与控制
作者单位1.The Research Center of Precision Sensing and Control, Institute of Automation, Chinese Academy of Sciences
2.The State Key Lab of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences
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GB/T 7714
Luo, Yongkang,Wang, Peng,Zhu, Wenjun,et al. Sparse-Distinctive Saliency Detection[J]. IEEE SIGNAL PROCESSING LETTERS,2015,22(9):1378-1382.
APA Luo, Yongkang,Wang, Peng,Zhu, Wenjun,&Qiao, Hong.(2015).Sparse-Distinctive Saliency Detection.IEEE SIGNAL PROCESSING LETTERS,22(9),1378-1382.
MLA Luo, Yongkang,et al."Sparse-Distinctive Saliency Detection".IEEE SIGNAL PROCESSING LETTERS 22.9(2015):1378-1382.
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