Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image

Achieving a high fill factor is a bottleneck problem for capturing high-quality images. There are hardware and software solutions to overcome this problem. In the solutions, the fill factor is known. However, this is an industrial secrecy by most image sensor manufacturers due to its direct effect o...

Full description

Bibliographic Details
Main Authors: Wei Wen, Siamak Khatibi
Format: Article
Language:English
Published: MDPI AG 2017-03-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/17/3/620
_version_ 1811300859713159168
author Wei Wen
Siamak Khatibi
author_facet Wei Wen
Siamak Khatibi
author_sort Wei Wen
collection DOAJ
description Achieving a high fill factor is a bottleneck problem for capturing high-quality images. There are hardware and software solutions to overcome this problem. In the solutions, the fill factor is known. However, this is an industrial secrecy by most image sensor manufacturers due to its direct effect on the assessment of the sensor quality. In this paper, we propose a method to estimate the fill factor of a camera sensor from an arbitrary single image. The virtual response function of the imaging process and sensor irradiance are estimated from the generation of virtual images. Then the global intensity values of the virtual images are obtained, which are the result of fusing the virtual images into a single, high dynamic range radiance map. A non-linear function is inferred from the original and global intensity values of the virtual images. The fill factor is estimated by the conditional minimum of the inferred function. The method is verified using images of two datasets. The results show that our method estimates the fill factor correctly with significant stability and accuracy from one single arbitrary image according to the low standard deviation of the estimated fill factors from each of images and for each camera.
first_indexed 2024-04-13T06:58:44Z
format Article
id doaj.art-3b0c85c2bfc04c19a5430305b6d3165d
institution Directory Open Access Journal
issn 1424-8220
language English
last_indexed 2024-04-13T06:58:44Z
publishDate 2017-03-01
publisher MDPI AG
record_format Article
series Sensors
spelling doaj.art-3b0c85c2bfc04c19a5430305b6d3165d2022-12-22T02:57:11ZengMDPI AGSensors1424-82202017-03-0117362010.3390/s17030620s17030620Estimation of Image Sensor Fill Factor Using a Single Arbitrary ImageWei Wen0Siamak Khatibi1Department of Technology and Aesthetics, Blekinge Tekniska Högskola, 371 79 Karlskrona, SwedenDepartment of Technology and Aesthetics, Blekinge Tekniska Högskola, 371 79 Karlskrona, SwedenAchieving a high fill factor is a bottleneck problem for capturing high-quality images. There are hardware and software solutions to overcome this problem. In the solutions, the fill factor is known. However, this is an industrial secrecy by most image sensor manufacturers due to its direct effect on the assessment of the sensor quality. In this paper, we propose a method to estimate the fill factor of a camera sensor from an arbitrary single image. The virtual response function of the imaging process and sensor irradiance are estimated from the generation of virtual images. Then the global intensity values of the virtual images are obtained, which are the result of fusing the virtual images into a single, high dynamic range radiance map. A non-linear function is inferred from the original and global intensity values of the virtual images. The fill factor is estimated by the conditional minimum of the inferred function. The method is verified using images of two datasets. The results show that our method estimates the fill factor correctly with significant stability and accuracy from one single arbitrary image according to the low standard deviation of the estimated fill factors from each of images and for each camera.http://www.mdpi.com/1424-8220/17/3/620fill factorvirtual imageimage sensorpipelinevirtual response functionsensor irradiance
spellingShingle Wei Wen
Siamak Khatibi
Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image
Sensors
fill factor
virtual image
image sensor
pipeline
virtual response function
sensor irradiance
title Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image
title_full Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image
title_fullStr Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image
title_full_unstemmed Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image
title_short Estimation of Image Sensor Fill Factor Using a Single Arbitrary Image
title_sort estimation of image sensor fill factor using a single arbitrary image
topic fill factor
virtual image
image sensor
pipeline
virtual response function
sensor irradiance
url http://www.mdpi.com/1424-8220/17/3/620
work_keys_str_mv AT weiwen estimationofimagesensorfillfactorusingasinglearbitraryimage
AT siamakkhatibi estimationofimagesensorfillfactorusingasinglearbitraryimage