Learning Saliency by MRF and Differential Threshold
文献类型：期刊论文
| 作者 | Zhu, Guokang; Wang, Qi; Yuan, Yuan ; Yan, Pingkun
|
| 刊名 | ieee transactions on cybernetics
 |
| 出版日期 | 2013-12-01 |
| 卷号 | 43期号:6页码:2032-2043 |
| 关键词 | Computer vision differential threshold machine learning Markov random field (MRF) saliency detection visual attention |
| ISSN号 | 2168-2267 |
| 产权排序 | 1 |
| 英文摘要 | saliency detection has been an attractive topic in recent years. the reliable detection of saliency can help a lot of useful processing without prior knowledge about the scene, such as content-aware image compression, segmentation, etc. although many efforts have been spent in this subject, the feature expression and model construction are far from perfect. the obtained saliency maps are therefore not satisfying enough. in order to overcome these challenges, this paper presents a new psychologic visual feature based on differential threshold and applies it in a supervised markov-random-field framework. experiments on two public data sets and an image retargeting application demonstrate the effectiveness, robustness, and practicability of the proposed method. |
| WOS标题词 | science & technology ; technology |
| 类目[WOS] | computer science, artificial intelligence ; computer science, cybernetics |
| 研究领域[WOS] | computer science |
| 关键词[WOS] | selective visual-attention ; object recognition ; region detection ; cluttered scenes ; image ; color ; segmentation ; model ; contrast ; context |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000327647500042 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/23182]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | Chinese Acad Sci, Xian Inst Optic & Precis Mech, State Key Lab Transient Optic & Photon, OPTIMAL, Xian 710119, u, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhu, Guokang,Wang, Qi,Yuan, Yuan,et al. Learning Saliency by MRF and Differential Threshold[J]. ieee transactions on cybernetics,2013,43(6):2032-2043. |
| APA | Zhu, Guokang,Wang, Qi,Yuan, Yuan,&Yan, Pingkun.(2013).Learning Saliency by MRF and Differential Threshold.ieee transactions on cybernetics,43(6),2032-2043. |
| MLA | Zhu, Guokang,et al."Learning Saliency by MRF and Differential Threshold".ieee transactions on cybernetics 43.6(2013):2032-2043. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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