Visual homograph: A novel basic visual element
文献类型：期刊论文
| 作者 | Zhang, Liyan1,3; Gao, Ke2 |
| 刊名 | NEUROCOMPUTING
 |
| 出版日期 | 2016-10-05 |
| 卷号 | 208页码:342-349 |
| 关键词 | Image retrieval Integrated Perceptual Similarity Visual Homographs |
| ISSN号 | 0925-2312 |
| DOI | 10.1016/j.neucom.2016.04.057 |
| 英文摘要 | The bag-of-visual-words (BoW) model has been broadly applied to represent images in a variety of image retrieval applications. Ideal visual word vocabulary should obtain two important properties, completeness and distinctiveness (i.e., containing all the similar image patches and eliminating different ones accurately). However, the traditional definition of basic visual elements tend to lack in either generality or particularity, which will lead to the incoherence problem and further ruin the image retrieval performance. To address this issue, in this paper, we propose a novel basic visual element called Visual Homograph - groups of local patches which have indivisible descriptors but differ in origins. To generate Visual Homograph based vocabulary, we also propose a novel similarity metric named Integrated Perceptual Similarity which systematically combines center-based and boundary-based measures. Experimental results on standard datasets demonstrate the superiority of Visual Homograph based method over state-of-the-art visual vocabulary generation approaches, in terms of alleviating incoherence problem, and enhancing retrieval performance in practical applications. (C) 2016 Elsevier B.V. All rights reserved. |
| 资助项目 | National Science Foundation of China[61572252] ; National Science Foundation of Jiangsu Province[BK20150755] ; National Science Foundation of Jiangsu Province[BK20150754] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000382794300035 |
| 出版者 | ELSEVIER SCIENCE BV |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/8093]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Zhang, Liyan |
| 作者单位 | 1.Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing, Jiangsu, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100864, Peoples R China 3.Collaborat Innovat Ctr Novel Software Technol & I, Nanjing, Jiangsu, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhang, Liyan,Gao, Ke. Visual homograph: A novel basic visual element[J]. NEUROCOMPUTING,2016,208:342-349. |
| APA | Zhang, Liyan,&Gao, Ke.(2016).Visual homograph: A novel basic visual element.NEUROCOMPUTING,208,342-349. |
| MLA | Zhang, Liyan,et al."Visual homograph: A novel basic visual element".NEUROCOMPUTING 208(2016):342-349. |
入库方式： OAI收割
来源：计算技术研究所
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。