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On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array
Single-photon avalanche diodes (SPADs) are novel image sensors that record photons at extremely high sensitivity. To reduce both the required sensor area for readout circuits and the data throughput for SPAD array, in this paper, we propose a snapshot compressive sensing single-photon avalanche diod...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10181760/ https://www.ncbi.nlm.nih.gov/pubmed/37177619 http://dx.doi.org/10.3390/s23094417 |
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author | Qiu, Chenxi Wang, Peng Kong, Xiangshun Yan, Feng Mao, Cheng Yue, Tao Hu, Xuemei |
author_facet | Qiu, Chenxi Wang, Peng Kong, Xiangshun Yan, Feng Mao, Cheng Yue, Tao Hu, Xuemei |
author_sort | Qiu, Chenxi |
collection | PubMed |
description | Single-photon avalanche diodes (SPADs) are novel image sensors that record photons at extremely high sensitivity. To reduce both the required sensor area for readout circuits and the data throughput for SPAD array, in this paper, we propose a snapshot compressive sensing single-photon avalanche diode (CS-SPAD) sensor which can realize on-chip snapshot-type spatial compressive imaging in a compact form. Taking advantage of the digital counting nature of SPAD sensing, we propose to design the circuit connection between the sensing unit and the readout electronics for compressive sensing. To process the compressively sensed data, we propose a convolution neural-network-based algorithm dubbed CSSPAD-Net which could realize both high-fidelity scene reconstruction and classification. To demonstrate our method, we design and fabricate a CS-SPAD sensor chip, build a prototype imaging system, and demonstrate the proposed on-chip snapshot compressive sensing method on the MINIST dataset and real handwritten digital images, with both qualitative and quantitative results. |
format | Online Article Text |
id | pubmed-10181760 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-101817602023-05-13 On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array Qiu, Chenxi Wang, Peng Kong, Xiangshun Yan, Feng Mao, Cheng Yue, Tao Hu, Xuemei Sensors (Basel) Communication Single-photon avalanche diodes (SPADs) are novel image sensors that record photons at extremely high sensitivity. To reduce both the required sensor area for readout circuits and the data throughput for SPAD array, in this paper, we propose a snapshot compressive sensing single-photon avalanche diode (CS-SPAD) sensor which can realize on-chip snapshot-type spatial compressive imaging in a compact form. Taking advantage of the digital counting nature of SPAD sensing, we propose to design the circuit connection between the sensing unit and the readout electronics for compressive sensing. To process the compressively sensed data, we propose a convolution neural-network-based algorithm dubbed CSSPAD-Net which could realize both high-fidelity scene reconstruction and classification. To demonstrate our method, we design and fabricate a CS-SPAD sensor chip, build a prototype imaging system, and demonstrate the proposed on-chip snapshot compressive sensing method on the MINIST dataset and real handwritten digital images, with both qualitative and quantitative results. MDPI 2023-04-30 /pmc/articles/PMC10181760/ /pubmed/37177619 http://dx.doi.org/10.3390/s23094417 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Qiu, Chenxi Wang, Peng Kong, Xiangshun Yan, Feng Mao, Cheng Yue, Tao Hu, Xuemei On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array |
title | On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array |
title_full | On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array |
title_fullStr | On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array |
title_full_unstemmed | On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array |
title_short | On-Chip Compressive Sensing with a Single-Photon Avalanche Diode Array |
title_sort | on-chip compressive sensing with a single-photon avalanche diode array |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10181760/ https://www.ncbi.nlm.nih.gov/pubmed/37177619 http://dx.doi.org/10.3390/s23094417 |
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