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...

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Main Authors: Jing Gao, Yanzhao Wang, Kaiming Nie, Zhiyuan Gao, Jiangtao Xu
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/18/12/4232
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spelling doaj-3c9d05e0a8b945bfbd0f8bcad911f5f32020-11-24T23:57:19ZengMDPI AGSensors1424-82202018-12-011812423210.3390/s18124232s18124232The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image SensorJing Gao0Yanzhao Wang1Kaiming Nie2Zhiyuan Gao3Jiangtao Xu4School of Microelectronics, Tianjin University and Tianjin Key Laboratory of Imaging and Sensing Microelectronic Technology, No. 92 Weijin Road, Nankai District, Tianjin 300072, ChinaSchool of Microelectronics, Tianjin University and Tianjin Key Laboratory of Imaging and Sensing Microelectronic Technology, No. 92 Weijin Road, Nankai District, Tianjin 300072, ChinaSchool of Microelectronics, Tianjin University and Tianjin Key Laboratory of Imaging and Sensing Microelectronic Technology, No. 92 Weijin Road, Nankai District, Tianjin 300072, ChinaSchool of Computers, Guangdong University of Technology, Guangzhou 510006, ChinaSchool of Microelectronics, Tianjin University and Tianjin Key Laboratory of Imaging and Sensing Microelectronic Technology, No. 92 Weijin Road, Nankai District, Tianjin 300072, ChinaIn 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.https://www.mdpi.com/1424-8220/18/12/4232interspike time intervalhigh-speed scanning sequential formatnon-uniformitycoefficient matrixcalibration algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Jing Gao
Yanzhao Wang
Kaiming Nie
Zhiyuan Gao
Jiangtao Xu
spellingShingle Jing Gao
Yanzhao Wang
Kaiming Nie
Zhiyuan Gao
Jiangtao Xu
The Analysis and Suppressing of Non-Uniformity in a High-Speed Spike-Based Image Sensor
Sensors
interspike time interval
high-speed scanning sequential format
non-uniformity
coefficient matrix
calibration algorithm
author_facet Jing Gao
Yanzhao Wang
Kaiming Nie
Zhiyuan Gao
Jiangtao Xu
author_sort Jing Gao
title 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_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_sort analysis and suppressing of non-uniformity in a high-speed spike-based image sensor
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2018-12-01
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.
topic interspike time interval
high-speed scanning sequential format
non-uniformity
coefficient matrix
calibration algorithm
url https://www.mdpi.com/1424-8220/18/12/4232
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