Knowledge Commons of Institute of Automation,CAS
Sparse-Distinctive Saliency Detection | |
Luo, Yongkang1; Wang, Peng1; Zhu, Wenjun1; Qiao, Hong2 | |
发表期刊 | IEEE SIGNAL PROCESSING LETTERS |
2015-09-01 | |
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 | 中国科学院工业视觉智能装备工程实验室_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 |
第一作者单位 | 精密感知与控制研究中心 |
推荐引用方式 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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Sparse-Distinctive S(741KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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