A low-rank estimation method for CTIS image reconstruction | |
Li, Qifeng1; Wang, Yang1; Ma, Xiangyun1; Du, Wenfang1; Wang, Huijie1; Zheng, Xinwei2; Chen, Da3 | |
刊名 | MEASUREMENT SCIENCE AND TECHNOLOGY |
2018-09-01 | |
卷号 | 29期号:9页码:6 |
关键词 | hyperspectral image computed tomography image spectrometers image reconstruction low-rank estimation |
ISSN号 | 0957-0233 |
DOI | 10.1088/1361-6501/aad1e6 |
通讯作者 | Li, Qifeng(qfli@tju.edu.cn) ; Chen, Da(dachen@tju.edu.cn) |
英文摘要 | The computed tomography image spectrometer (CTIS) is a snapshot hyperspectral imaging technique, which enables hyperspectral image acquisition in a dynamic scene. However, traditional image reconstruction methods with no explicit constraints will introduce high-frequency noise. The low-rank property has been used in hyperspectral image denoising and achieved great effects. We develop an effective method of low-rank estimation (LRE) for CTIS image reconstruction, which shows significant improvements in both the image quality and the spectral quality of the reconstructed image. Compared with the traditional methods, the peak signal-to-noise ratio of the LRE hyperspectral image can be increased by 8 dB, and the spectral-angular mapping can be decreased by 4 times. |
资助项目 | National Key Research and Development Program of China[2014YQ060773] ; National Key Research and Development Program of China[2017YFC0803603] ; State Key Laboratory of Precision Measuring Technology and Instruments[PIL1605] |
WOS关键词 | SPECTROMETER ; MICROSCOPY |
WOS研究方向 | Engineering ; Instruments & Instrumentation |
语种 | 英语 |
出版者 | IOP PUBLISHING LTD |
WOS记录号 | WOS:000440631400001 |
资助机构 | National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; National Key Research and Development Program of China ; State Key Laboratory of Precision Measuring Technology and Instruments ; State Key Laboratory of Precision Measuring Technology and Instruments ; 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内容类型 | 期刊论文 |
源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/37739] |
专题 | 合肥物质科学研究院_中科院强磁场科学中心 |
通讯作者 | Li, Qifeng; Chen, Da |
作者单位 | 1.Tianjin Univ, Sch Precis Instrument & Optoelect Engn, Tianjin 300072, Peoples R China 2.Chinese Acad Sci, High Magnet Field Lab, Hefei 230031, Anhui, Peoples R China 3.Tianjin Univ, State Key Lab Precis Measurement Technol & Instru, Tianjin 300072, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Qifeng,Wang, Yang,Ma, Xiangyun,et al. A low-rank estimation method for CTIS image reconstruction[J]. MEASUREMENT SCIENCE AND TECHNOLOGY,2018,29(9):6. |
APA | Li, Qifeng.,Wang, Yang.,Ma, Xiangyun.,Du, Wenfang.,Wang, Huijie.,...&Chen, Da.(2018).A low-rank estimation method for CTIS image reconstruction.MEASUREMENT SCIENCE AND TECHNOLOGY,29(9),6. |
MLA | Li, Qifeng,et al."A low-rank estimation method for CTIS image reconstruction".MEASUREMENT SCIENCE AND TECHNOLOGY 29.9(2018):6. |
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