Image Pair Analysis With Matrix-Value Operator | |
Tang, Yi1; Yuan, Yuan2 | |
2015-10-01 | |
发表期刊 | IEEE TRANSACTIONS ON CYBERNETICS |
卷号 | 45期号:10页码:2042-2050 |
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. |
文章类型 | Article |
关键词 | Image Pair Analysis Learning-based Image Processing Matrix-value Operator Learning |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1109/TCYB.2014.2363882 |
收录类别 | SCI ; EI |
关键词[WOS] | SUPPORT VECTOR REGRESSION ; SPARSE REPRESENTATION ; SUPERRESOLUTION ; RECOGNITION ; CLASSIFICATION ; SIMILARITY ; ALGORITHM ; FACE |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Cybernetics |
WOS记录号 | WOS:000361751900002 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/25401 |
专题 | 光谱成像技术研究室 |
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. |
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Image Pair Analysis (1302KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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