Cargando…

The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor

In this paper, the non-ideal factors, which include spatial noise and temporal noise, are analyzed and suppressed in the high-speed spike-based image sensor, which combines the high-speed scanning sequential format with the method that uses the interspike time interval to indicate the scene informat...

Descripción completa

Detalles Bibliográficos
Autores principales: Gao, Jing, Wang, Yanzhao, Nie, Kaiming, Gao, Zhiyuan, Xu, Jiangtao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308635/
https://www.ncbi.nlm.nih.gov/pubmed/30513844
http://dx.doi.org/10.3390/s18124232
_version_ 1783383235469770752
author Gao, Jing
Wang, Yanzhao
Nie, Kaiming
Gao, Zhiyuan
Xu, Jiangtao
author_facet Gao, Jing
Wang, Yanzhao
Nie, Kaiming
Gao, Zhiyuan
Xu, Jiangtao
author_sort Gao, Jing
collection PubMed
description In this paper, the non-ideal factors, which include spatial noise and temporal noise, are analyzed and suppressed in the high-speed spike-based image sensor, which combines the high-speed scanning sequential format with the method that uses the interspike time interval to indicate the scene information. In this imager, spatial noise contains device mismatch, which results in photo response non-uniformity (PRNU) and the non-uniformity of dark current. By multiplying the measured coefficient matrix the photo response non-uniformity is suppressed, and the non-uniformity of dark current is suppressed by correcting the interspike time interval based on the time interval of dark current. The temporal noise is composed of the shot noise and thermal noise. This kind of noise can be eliminated when using the spike frequency to restore the image. The experimental results show that, based on the spike frequency method, the standard deviation of the image decreases from 18.4792 to 0.5683 in the uniform bright light by using the calibration algorithm. While in the relatively uniform dark condition, the standard deviation decreases from 1.5812 to 0.4516. Based on interspike time interval method, because of time mismatch and temporal noise, the standard deviation of the image changes from 27.4252 to 27.4977 in the uniform bright light by using the calibration algorithm. While in the uniform dark condition, the standard deviation decreases from 2.361 to 0.3678.
format Online
Article
Text
id pubmed-6308635
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-63086352019-01-04 The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor Gao, Jing Wang, Yanzhao Nie, Kaiming Gao, Zhiyuan Xu, Jiangtao Sensors (Basel) Article In this paper, the non-ideal factors, which include spatial noise and temporal noise, are analyzed and suppressed in the high-speed spike-based image sensor, which combines the high-speed scanning sequential format with the method that uses the interspike time interval to indicate the scene information. In this imager, spatial noise contains device mismatch, which results in photo response non-uniformity (PRNU) and the non-uniformity of dark current. By multiplying the measured coefficient matrix the photo response non-uniformity is suppressed, and the non-uniformity of dark current is suppressed by correcting the interspike time interval based on the time interval of dark current. The temporal noise is composed of the shot noise and thermal noise. This kind of noise can be eliminated when using the spike frequency to restore the image. The experimental results show that, based on the spike frequency method, the standard deviation of the image decreases from 18.4792 to 0.5683 in the uniform bright light by using the calibration algorithm. While in the relatively uniform dark condition, the standard deviation decreases from 1.5812 to 0.4516. Based on interspike time interval method, because of time mismatch and temporal noise, the standard deviation of the image changes from 27.4252 to 27.4977 in the uniform bright light by using the calibration algorithm. While in the uniform dark condition, the standard deviation decreases from 2.361 to 0.3678. MDPI 2018-12-02 /pmc/articles/PMC6308635/ /pubmed/30513844 http://dx.doi.org/10.3390/s18124232 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
Gao, Jing
Wang, Yanzhao
Nie, Kaiming
Gao, Zhiyuan
Xu, Jiangtao
The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
title The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
title_full The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
title_fullStr The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
title_full_unstemmed The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
title_short The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
title_sort analysis and suppressing of non-uniformity in a high-speed spike-based image sensor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308635/
https://www.ncbi.nlm.nih.gov/pubmed/30513844
http://dx.doi.org/10.3390/s18124232
work_keys_str_mv AT gaojing theanalysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT wangyanzhao theanalysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT niekaiming theanalysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT gaozhiyuan theanalysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT xujiangtao theanalysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT gaojing analysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT wangyanzhao analysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT niekaiming analysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT gaozhiyuan analysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor
AT xujiangtao analysisandsuppressingofnonuniformityinahighspeedspikebasedimagesensor