Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging

Raman spectroscopy has demonstrated great potential in biomedical applications. However, spectroscopic Raman imaging is limited in the investigation of fast changing phenomena because of slow data acquisition. Our previous studies have indicated that spectroscopic Raman imaging can be significantly...

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Main Authors: Chen, Shuo, Wang, Gang, Cui, Xiaoyu, Liu, Quan
Other Authors: School of Chemical and Biomedical Engineering
Format: Article
Language:English
Published: 2017
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Online Access:https://hdl.handle.net/10356/84097
http://hdl.handle.net/10220/42951
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-840972020-03-07T11:40:19Z Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging Chen, Shuo Wang, Gang Cui, Xiaoyu Liu, Quan School of Chemical and Biomedical Engineering Raman Spectroscopy Medical and Biological Imaging Raman spectroscopy has demonstrated great potential in biomedical applications. However, spectroscopic Raman imaging is limited in the investigation of fast changing phenomena because of slow data acquisition. Our previous studies have indicated that spectroscopic Raman imaging can be significantly sped up using the approach of narrow-band imaging followed by spectral reconstruction. A multi-channel system was built to demonstrate the feasibility of fast wide-field spectroscopic Raman imaging using the approach of simultaneous narrow-band image acquisition followed by spectral reconstruction based on Wiener estimation in phantoms. To further improve the accuracy of reconstructed Raman spectra, we propose a stepwise spectral reconstruction method in this study, which can be combined with the earlier developed sequential weighted Wiener estimation to improve spectral reconstruction accuracy. The stepwise spectral reconstruction method first reconstructs the fluorescence background spectrum from narrow-band measurements and then the pure Raman narrow-band measurements can be estimated by subtracting the estimated fluorescence background from the overall narrow-band measurements. Thereafter, the pure Raman spectrum can be reconstructed from the estimated pure Raman narrow-band measurements. The result indicates that the stepwise spectral reconstruction method can improve spectral reconstruction accuracy significantly when combined with sequential weighted Wiener estimation, compared with the traditional Wiener estimation. In addition, qualitatively accurate cell Raman spectra were successfully reconstructed using the stepwise spectral reconstruction method from the narrow-band measurements acquired by a four-channel wide-field Raman spectroscopic imaging system. This method can potentially facilitate the adoption of spectroscopic Raman imaging to the investigation of fast changing phenomena. MOE (Min. of Education, S’pore) 2017-07-19T08:04:11Z 2019-12-06T15:38:17Z 2017-07-19T08:04:11Z 2019-12-06T15:38:17Z 2017 Journal Article Chen, S., Wang, G., Cui, X., & Liu, Q. (2017). Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging. Optics Express, 25(2), 1005-1018. 1094-4087 https://hdl.handle.net/10356/84097 http://hdl.handle.net/10220/42951 10.1364/OE.25.001005 en Optics Express © 2017 Optical Society of America. 14 p.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Raman Spectroscopy
Medical and Biological Imaging
spellingShingle Raman Spectroscopy
Medical and Biological Imaging
Chen, Shuo
Wang, Gang
Cui, Xiaoyu
Liu, Quan
Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging
description Raman spectroscopy has demonstrated great potential in biomedical applications. However, spectroscopic Raman imaging is limited in the investigation of fast changing phenomena because of slow data acquisition. Our previous studies have indicated that spectroscopic Raman imaging can be significantly sped up using the approach of narrow-band imaging followed by spectral reconstruction. A multi-channel system was built to demonstrate the feasibility of fast wide-field spectroscopic Raman imaging using the approach of simultaneous narrow-band image acquisition followed by spectral reconstruction based on Wiener estimation in phantoms. To further improve the accuracy of reconstructed Raman spectra, we propose a stepwise spectral reconstruction method in this study, which can be combined with the earlier developed sequential weighted Wiener estimation to improve spectral reconstruction accuracy. The stepwise spectral reconstruction method first reconstructs the fluorescence background spectrum from narrow-band measurements and then the pure Raman narrow-band measurements can be estimated by subtracting the estimated fluorescence background from the overall narrow-band measurements. Thereafter, the pure Raman spectrum can be reconstructed from the estimated pure Raman narrow-band measurements. The result indicates that the stepwise spectral reconstruction method can improve spectral reconstruction accuracy significantly when combined with sequential weighted Wiener estimation, compared with the traditional Wiener estimation. In addition, qualitatively accurate cell Raman spectra were successfully reconstructed using the stepwise spectral reconstruction method from the narrow-band measurements acquired by a four-channel wide-field Raman spectroscopic imaging system. This method can potentially facilitate the adoption of spectroscopic Raman imaging to the investigation of fast changing phenomena.
author2 School of Chemical and Biomedical Engineering
author_facet School of Chemical and Biomedical Engineering
Chen, Shuo
Wang, Gang
Cui, Xiaoyu
Liu, Quan
format Article
author Chen, Shuo
Wang, Gang
Cui, Xiaoyu
Liu, Quan
author_sort Chen, Shuo
title Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging
title_short Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging
title_full Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging
title_fullStr Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging
title_full_unstemmed Stepwise method based on Wiener estimation for spectral reconstruction in spectroscopic Raman imaging
title_sort stepwise method based on wiener estimation for spectral reconstruction in spectroscopic raman imaging
publishDate 2017
url https://hdl.handle.net/10356/84097
http://hdl.handle.net/10220/42951
_version_ 1681040084859617280