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Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture

The purpose of this study is to develop a motion sensor (delivering optical flow estimations) using a platform that includes the sensor itself, focal plane processing resources, and co-processing resources on a general purpose embedded processor. All this is implemented on a single device as a SoC (...

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Detalles Bibliográficos
Autores principales: Guzmán, Pablo, Díaz, Javier, Agís, Rodrigo, Ros, Eduardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274210/
https://www.ncbi.nlm.nih.gov/pubmed/22319283
http://dx.doi.org/10.3390/s100402975
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author Guzmán, Pablo
Díaz, Javier
Agís, Rodrigo
Ros, Eduardo
author_facet Guzmán, Pablo
Díaz, Javier
Agís, Rodrigo
Ros, Eduardo
author_sort Guzmán, Pablo
collection PubMed
description The purpose of this study is to develop a motion sensor (delivering optical flow estimations) using a platform that includes the sensor itself, focal plane processing resources, and co-processing resources on a general purpose embedded processor. All this is implemented on a single device as a SoC (System-on-a-Chip). Optical flow is the 2-D projection into the camera plane of the 3-D motion information presented at the world scenario. This motion representation is widespread well-known and applied in the science community to solve a wide variety of problems. Most applications based on motion estimation require work in real-time; hence, this restriction must be taken into account. In this paper, we show an efficient approach to estimate the motion velocity vectors with an architecture based on a focal plane processor combined on-chip with a 32 bits NIOS II processor. Our approach relies on the simplification of the original optical flow model and its efficient implementation in a platform that combines an analog (focal-plane) and digital (NIOS II) processor. The system is fully functional and is organized in different stages where the early processing (focal plane) stage is mainly focus to pre-process the input image stream to reduce the computational cost in the post-processing (NIOS II) stage. We present the employed co-design techniques and analyze this novel architecture. We evaluate the system’s performance and accuracy with respect to the different proposed approaches described in the literature. We also discuss the advantages of the proposed approach as well as the degree of efficiency which can be obtained from the focal plane processing capabilities of the system. The final outcome is a low cost smart sensor for optical flow computation with real-time performance and reduced power consumption that can be used for very diverse application domains.
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spelling pubmed-32742102012-02-08 Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture Guzmán, Pablo Díaz, Javier Agís, Rodrigo Ros, Eduardo Sensors (Basel) Article The purpose of this study is to develop a motion sensor (delivering optical flow estimations) using a platform that includes the sensor itself, focal plane processing resources, and co-processing resources on a general purpose embedded processor. All this is implemented on a single device as a SoC (System-on-a-Chip). Optical flow is the 2-D projection into the camera plane of the 3-D motion information presented at the world scenario. This motion representation is widespread well-known and applied in the science community to solve a wide variety of problems. Most applications based on motion estimation require work in real-time; hence, this restriction must be taken into account. In this paper, we show an efficient approach to estimate the motion velocity vectors with an architecture based on a focal plane processor combined on-chip with a 32 bits NIOS II processor. Our approach relies on the simplification of the original optical flow model and its efficient implementation in a platform that combines an analog (focal-plane) and digital (NIOS II) processor. The system is fully functional and is organized in different stages where the early processing (focal plane) stage is mainly focus to pre-process the input image stream to reduce the computational cost in the post-processing (NIOS II) stage. We present the employed co-design techniques and analyze this novel architecture. We evaluate the system’s performance and accuracy with respect to the different proposed approaches described in the literature. We also discuss the advantages of the proposed approach as well as the degree of efficiency which can be obtained from the focal plane processing capabilities of the system. The final outcome is a low cost smart sensor for optical flow computation with real-time performance and reduced power consumption that can be used for very diverse application domains. Molecular Diversity Preservation International (MDPI) 2010-03-30 /pmc/articles/PMC3274210/ /pubmed/22319283 http://dx.doi.org/10.3390/s100402975 Text en © 2010 by the authors; licensee Molecular Diversity Preservation International, Basel, Switzerland. This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Guzmán, Pablo
Díaz, Javier
Agís, Rodrigo
Ros, Eduardo
Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture
title Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture
title_full Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture
title_fullStr Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture
title_full_unstemmed Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture
title_short Optical Flow in a Smart Sensor Based on Hybrid Analog-Digital Architecture
title_sort optical flow in a smart sensor based on hybrid analog-digital architecture
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274210/
https://www.ncbi.nlm.nih.gov/pubmed/22319283
http://dx.doi.org/10.3390/s100402975
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