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A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction

Images produced by CMOS sensors may contain defective pixels due to noise, manufacturing errors, or device malfunction, which must be detected and corrected at early processing stages in order to produce images that are useful to human users and image-processing or machine-vision algorithms. This pa...

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Autores principales: López-Portilla, Bárbaro M., Valenzuela, Wladimir, Zarkesh-Ha, Payman, Figueroa, Miguel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9863635/
https://www.ncbi.nlm.nih.gov/pubmed/36679730
http://dx.doi.org/10.3390/s23020934
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author López-Portilla, Bárbaro M.
Valenzuela, Wladimir
Zarkesh-Ha, Payman
Figueroa, Miguel
author_facet López-Portilla, Bárbaro M.
Valenzuela, Wladimir
Zarkesh-Ha, Payman
Figueroa, Miguel
author_sort López-Portilla, Bárbaro M.
collection PubMed
description Images produced by CMOS sensors may contain defective pixels due to noise, manufacturing errors, or device malfunction, which must be detected and corrected at early processing stages in order to produce images that are useful to human users and image-processing or machine-vision algorithms. This paper proposes a defective pixel detection and correction algorithm and its implementation using CMOS analog circuits, which are integrated with the image sensor at the pixel and column levels. During photocurrent integration, the circuit detects defective values in parallel at each pixel using simple arithmetic operations within a neighborhood. At the image-column level, the circuit replaces the defective pixels with the median value of their neighborhood. To validate our approach, we designed a [Formula: see text]-pixel imager in a [Formula: see text] m CMOS process, which integrates our defective-pixel detection/correction circuits and processes images at 694 frames per second, according to post-layout simulations. Operating at that frame rate, our proposed algorithm and its CMOS implementation produce better results than current state-of-the-art algorithms: it achieves a Peak Signal to Noise Ratio (PSNR) and Image Enhancement Factor (IEF) of 45 dB and 198.4, respectively, in images with [Formula: see text] random defective pixels, and a PSNR of 44.4 dB and IEF of 194.2, respectively, in images with [Formula: see text] random defective pixels.
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spelling pubmed-98636352023-01-22 A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction López-Portilla, Bárbaro M. Valenzuela, Wladimir Zarkesh-Ha, Payman Figueroa, Miguel Sensors (Basel) Article Images produced by CMOS sensors may contain defective pixels due to noise, manufacturing errors, or device malfunction, which must be detected and corrected at early processing stages in order to produce images that are useful to human users and image-processing or machine-vision algorithms. This paper proposes a defective pixel detection and correction algorithm and its implementation using CMOS analog circuits, which are integrated with the image sensor at the pixel and column levels. During photocurrent integration, the circuit detects defective values in parallel at each pixel using simple arithmetic operations within a neighborhood. At the image-column level, the circuit replaces the defective pixels with the median value of their neighborhood. To validate our approach, we designed a [Formula: see text]-pixel imager in a [Formula: see text] m CMOS process, which integrates our defective-pixel detection/correction circuits and processes images at 694 frames per second, according to post-layout simulations. Operating at that frame rate, our proposed algorithm and its CMOS implementation produce better results than current state-of-the-art algorithms: it achieves a Peak Signal to Noise Ratio (PSNR) and Image Enhancement Factor (IEF) of 45 dB and 198.4, respectively, in images with [Formula: see text] random defective pixels, and a PSNR of 44.4 dB and IEF of 194.2, respectively, in images with [Formula: see text] random defective pixels. MDPI 2023-01-13 /pmc/articles/PMC9863635/ /pubmed/36679730 http://dx.doi.org/10.3390/s23020934 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 Article
López-Portilla, Bárbaro M.
Valenzuela, Wladimir
Zarkesh-Ha, Payman
Figueroa, Miguel
A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction
title A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction
title_full A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction
title_fullStr A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction
title_full_unstemmed A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction
title_short A CMOS Image Readout Circuit with On-Chip Defective Pixel Detection and Correction
title_sort cmos image readout circuit with on-chip defective pixel detection and correction
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9863635/
https://www.ncbi.nlm.nih.gov/pubmed/36679730
http://dx.doi.org/10.3390/s23020934
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