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A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera

This paper reports an efficient method for sound extraction from high-speed light spot videos reconstructed from the coded light spot images captured with a low-speed camera based on compressive sensing, but at the expense of consuming time. The proposed method first gets the high-speed video of the...

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Detalles Bibliográficos
Autores principales: Zhu, Ge, Yao, Xu-Ri, Sun, Zhi-Bin, Qiu, Peng, Wang, Chao, Zhai, Guang-Jie, Zhao, Qing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982989/
https://www.ncbi.nlm.nih.gov/pubmed/29751680
http://dx.doi.org/10.3390/s18051524
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author Zhu, Ge
Yao, Xu-Ri
Sun, Zhi-Bin
Qiu, Peng
Wang, Chao
Zhai, Guang-Jie
Zhao, Qing
author_facet Zhu, Ge
Yao, Xu-Ri
Sun, Zhi-Bin
Qiu, Peng
Wang, Chao
Zhai, Guang-Jie
Zhao, Qing
author_sort Zhu, Ge
collection PubMed
description This paper reports an efficient method for sound extraction from high-speed light spot videos reconstructed from the coded light spot images captured with a low-speed camera based on compressive sensing, but at the expense of consuming time. The proposed method first gets the high-speed video of the light spot that is illuminated on the vibrating target caused by sound. Then the centroid of the light spot is used to recover the sound. Simulations of the proposed method are carried out and experimental results are demonstrated. The results show that high-speed videos with a frame rate of 2000 Hz can be reconstructed with a low-speed (100 Hz) charge-coupled device (CCD) camera, which is randomly modulated by a digital micro-mirror device (DMD) 20 times during each exposure time. This means a speed improvement of 20 times is achieved. The effects of synchronization between CCD image recording and DMD modulation, the optimal sampling patterns of DMD, and sound vibration amplitudes on the performance of the proposed method are evaluated. Using this compressive camera, speech (counting from one to four in Chinese) was recovered well. This has been confirmed by directly listening to the recovered sound, and the intelligibility value (0–1) that evaluated the similarity between them was 0.8185. Although we use this compressive camera for sound detection, we expect it to be useful in applications related to vibration and motion.
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spelling pubmed-59829892018-06-05 A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera Zhu, Ge Yao, Xu-Ri Sun, Zhi-Bin Qiu, Peng Wang, Chao Zhai, Guang-Jie Zhao, Qing Sensors (Basel) Article This paper reports an efficient method for sound extraction from high-speed light spot videos reconstructed from the coded light spot images captured with a low-speed camera based on compressive sensing, but at the expense of consuming time. The proposed method first gets the high-speed video of the light spot that is illuminated on the vibrating target caused by sound. Then the centroid of the light spot is used to recover the sound. Simulations of the proposed method are carried out and experimental results are demonstrated. The results show that high-speed videos with a frame rate of 2000 Hz can be reconstructed with a low-speed (100 Hz) charge-coupled device (CCD) camera, which is randomly modulated by a digital micro-mirror device (DMD) 20 times during each exposure time. This means a speed improvement of 20 times is achieved. The effects of synchronization between CCD image recording and DMD modulation, the optimal sampling patterns of DMD, and sound vibration amplitudes on the performance of the proposed method are evaluated. Using this compressive camera, speech (counting from one to four in Chinese) was recovered well. This has been confirmed by directly listening to the recovered sound, and the intelligibility value (0–1) that evaluated the similarity between them was 0.8185. Although we use this compressive camera for sound detection, we expect it to be useful in applications related to vibration and motion. MDPI 2018-05-11 /pmc/articles/PMC5982989/ /pubmed/29751680 http://dx.doi.org/10.3390/s18051524 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhu, Ge
Yao, Xu-Ri
Sun, Zhi-Bin
Qiu, Peng
Wang, Chao
Zhai, Guang-Jie
Zhao, Qing
A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera
title A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera
title_full A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera
title_fullStr A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera
title_full_unstemmed A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera
title_short A High-Speed Imaging Method Based on Compressive Sensing for Sound Extraction Using a Low-Speed Camera
title_sort high-speed imaging method based on compressive sensing for sound extraction using a low-speed camera
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982989/
https://www.ncbi.nlm.nih.gov/pubmed/29751680
http://dx.doi.org/10.3390/s18051524
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