Image Pair Analysis With Matrix-Value Operator
文献类型：期刊论文
| 作者 | Tang, Yi1; Yuan, Yuan2
|
| 刊名 | ieee transactions on cybernetics
 |
| 出版日期 | 2015-10-01 |
| 卷号 | 45期号:10页码:2042-2050 |
| 关键词 | Image pair analysis learning-based image processing matrix-value operator learning |
| 英文摘要 | image pair analysis provides significant image pair priori which describes the dependency between training image pairs for various learning-based image processing. for avoiding the information loss caused by vectorizing training images, a novel matrix-value operator learning method is proposed for image pair analysis. sample-dependent operators, named image pair operators (ipos) by us, are employed to represent the local image-to-image dependency defined by each of the training image pairs. a linear combination of ipos is learned via operator regression for representing the global dependency between input and output images defined by all of the training image pairs. the proposed operator learning method enjoys the image-level information of training image pairs because ipos enable training images to be used without vectorizing during the learning and testing process. by applying the proposed algorithm in learning-based super-resolution, the efficiency and the effectiveness of the proposed algorithm in learning image pair information is verified by experimental results. |
| 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] | support vector regression ; sparse representation ; superresolution ; recognition ; classification ; similarity ; algorithm ; face |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000361751900002 |
| 公开日期 | 2015-11-03 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/25401]  |
| 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 | 1.Yunnan Minzu Univ, Sch Math & Comp Sci, Kunming 650500, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt Imagery Anal & Learning, Xian 710119, Peoples R China |
| 推荐引用方式 GB/T 7714 | Tang, Yi,Yuan, Yuan. Image Pair Analysis With Matrix-Value Operator[J]. ieee transactions on cybernetics,2015,45(10):2042-2050. |
| APA | Tang, Yi,&Yuan, Yuan.(2015).Image Pair Analysis With Matrix-Value Operator.ieee transactions on cybernetics,45(10),2042-2050. |
| MLA | Tang, Yi,et al."Image Pair Analysis With Matrix-Value Operator".ieee transactions on cybernetics 45.10(2015):2042-2050. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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