热门
Saliency Detection by Multiple-Instance Learning
文献类型：期刊论文
| 作者 | Wang, Qi; Yuan, Yuan ; Yan, Pingkun; Li, Xuelong
|
| 刊名 | ieee transactions on cybernetics
 |
| 出版日期 | 2013-04-01 |
| 卷号 | 43期号:2页码:660-672 |
| 关键词 | Attention computer vision machine learning multiple-instance learning (MIL) saliency saliency map |
| ISSN号 | 2168-2267 |
| 产权排序 | 1 |
| 英文摘要 | saliency detection has been a hot topic in recent years. its popularity is mainly because of its theoretical meaning for explaining human attention and applicable aims in segmentation, recognition, etc. nevertheless, traditional algorithms are mostly based on unsupervised techniques, which have limited learning ability. the obtained saliency map is also inconsistent with many properties of human behavior. in order to overcome the challenges of inability and inconsistency, this paper presents a framework based on multiple-instance learning. low-, mid-, and high-level features are incorporated in the detection procedure, and the learning ability enables it robust to noise. experiments on a data set containing 1000 images demonstrate the effectiveness of the proposed framework. its applicability is shown in the context of a seam carving application. |
| 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 ; region detection ; image segmentation ; recognition ; color ; model |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000317644300021 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/23190]  |
| 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, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Qi,Yuan, Yuan,Yan, Pingkun,et al. Saliency Detection by Multiple-Instance Learning[J]. ieee transactions on cybernetics,2013,43(2):660-672. |
| APA | Wang, Qi,Yuan, Yuan,Yan, Pingkun,&Li, Xuelong.(2013).Saliency Detection by Multiple-Instance Learning.ieee transactions on cybernetics,43(2),660-672. |
| MLA | Wang, Qi,et al."Saliency Detection by Multiple-Instance Learning".ieee transactions on cybernetics 43.2(2013):660-672. |
入库方式： OAI收割
来源：西安光学精密机械研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。