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A Selective Change Driven System for High-Speed Motion Analysis
Vision-based sensing algorithms are computationally-demanding tasks due to the large amount of data acquired and processed. Visual sensors deliver much information, even if data are redundant, and do not give any additional information. A Selective Change Driven (SCD) sensing system is based on a se...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134534/ https://www.ncbi.nlm.nih.gov/pubmed/27834800 http://dx.doi.org/10.3390/s16111875 |
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author | Boluda, Jose A. Pardo, Fernando Vegara, Francisco |
author_facet | Boluda, Jose A. Pardo, Fernando Vegara, Francisco |
author_sort | Boluda, Jose A. |
collection | PubMed |
description | Vision-based sensing algorithms are computationally-demanding tasks due to the large amount of data acquired and processed. Visual sensors deliver much information, even if data are redundant, and do not give any additional information. A Selective Change Driven (SCD) sensing system is based on a sensor that delivers, ordered by the magnitude of its change, only those pixels that have changed most since the last read-out. This allows the information stream to be adjusted to the computation capabilities. Following this strategy, a new SCD processing architecture for high-speed motion analysis, based on processing pixels instead of full frames, has been developed and implemented into a Field Programmable Gate-Array (FPGA). The programmable device controls the data stream, delivering a new object distance calculation for every new pixel. The acquisition, processing and delivery of a new object distance takes just 1.7 [Formula: see text] s. Obtaining a similar result using a conventional frame-based camera would require a device working at roughly 500 Kfps, which is far from being practical or even feasible. This system, built with the recently-developed 64 × 64 CMOS SCD sensor, shows the potential of the SCD approach when combined with a hardware processing system. |
format | Online Article Text |
id | pubmed-5134534 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-51345342017-01-03 A Selective Change Driven System for High-Speed Motion Analysis Boluda, Jose A. Pardo, Fernando Vegara, Francisco Sensors (Basel) Article Vision-based sensing algorithms are computationally-demanding tasks due to the large amount of data acquired and processed. Visual sensors deliver much information, even if data are redundant, and do not give any additional information. A Selective Change Driven (SCD) sensing system is based on a sensor that delivers, ordered by the magnitude of its change, only those pixels that have changed most since the last read-out. This allows the information stream to be adjusted to the computation capabilities. Following this strategy, a new SCD processing architecture for high-speed motion analysis, based on processing pixels instead of full frames, has been developed and implemented into a Field Programmable Gate-Array (FPGA). The programmable device controls the data stream, delivering a new object distance calculation for every new pixel. The acquisition, processing and delivery of a new object distance takes just 1.7 [Formula: see text] s. Obtaining a similar result using a conventional frame-based camera would require a device working at roughly 500 Kfps, which is far from being practical or even feasible. This system, built with the recently-developed 64 × 64 CMOS SCD sensor, shows the potential of the SCD approach when combined with a hardware processing system. MDPI 2016-11-08 /pmc/articles/PMC5134534/ /pubmed/27834800 http://dx.doi.org/10.3390/s16111875 Text en © 2016 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 Boluda, Jose A. Pardo, Fernando Vegara, Francisco A Selective Change Driven System for High-Speed Motion Analysis |
title | A Selective Change Driven System for High-Speed Motion Analysis |
title_full | A Selective Change Driven System for High-Speed Motion Analysis |
title_fullStr | A Selective Change Driven System for High-Speed Motion Analysis |
title_full_unstemmed | A Selective Change Driven System for High-Speed Motion Analysis |
title_short | A Selective Change Driven System for High-Speed Motion Analysis |
title_sort | selective change driven system for high-speed motion analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134534/ https://www.ncbi.nlm.nih.gov/pubmed/27834800 http://dx.doi.org/10.3390/s16111875 |
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