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Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures
The Hough Transform (HT) is a method for extracting straight lines from an edge image. The main limitations of the HT for usage in actual applications are computation time and storage requirements. This paper reports a hardware architecture for HT implementation on a Field Programmable Gate Array (F...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5336043/ https://www.ncbi.nlm.nih.gov/pubmed/28146101 http://dx.doi.org/10.3390/s17020270 |
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author | Guan, Jungang An, Fengwei Zhang, Xiangyu Chen, Lei Mattausch, Hans Jürgen |
author_facet | Guan, Jungang An, Fengwei Zhang, Xiangyu Chen, Lei Mattausch, Hans Jürgen |
author_sort | Guan, Jungang |
collection | PubMed |
description | The Hough Transform (HT) is a method for extracting straight lines from an edge image. The main limitations of the HT for usage in actual applications are computation time and storage requirements. This paper reports a hardware architecture for HT implementation on a Field Programmable Gate Array (FPGA) with parallelized voting procedure. The 2-dimensional accumulator array, namely the Hough space in parametric form (ρ, θ), for computing the strength of each line by a voting mechanism is mapped on a 1-dimensional array with regular increments of θ. Then, this Hough space is divided into a number of parallel parts. The computation of (ρ, θ) for the edge pixels and the voting procedure for straight-line determination are therefore executable in parallel. In addition, a synchronized initialization for the Hough space further increases the speed of straight-line detection, so that XGA video processing becomes possible. The designed prototype system has been synthesized on a DE4 platform with a Stratix-IV FPGA device. In the application of road-lane detection, the average processing speed of this HT implementation is 5.4 ms per XGA-frame at 200 MHz working frequency. |
format | Online Article Text |
id | pubmed-5336043 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-53360432017-03-16 Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures Guan, Jungang An, Fengwei Zhang, Xiangyu Chen, Lei Mattausch, Hans Jürgen Sensors (Basel) Article The Hough Transform (HT) is a method for extracting straight lines from an edge image. The main limitations of the HT for usage in actual applications are computation time and storage requirements. This paper reports a hardware architecture for HT implementation on a Field Programmable Gate Array (FPGA) with parallelized voting procedure. The 2-dimensional accumulator array, namely the Hough space in parametric form (ρ, θ), for computing the strength of each line by a voting mechanism is mapped on a 1-dimensional array with regular increments of θ. Then, this Hough space is divided into a number of parallel parts. The computation of (ρ, θ) for the edge pixels and the voting procedure for straight-line determination are therefore executable in parallel. In addition, a synchronized initialization for the Hough space further increases the speed of straight-line detection, so that XGA video processing becomes possible. The designed prototype system has been synthesized on a DE4 platform with a Stratix-IV FPGA device. In the application of road-lane detection, the average processing speed of this HT implementation is 5.4 ms per XGA-frame at 200 MHz working frequency. MDPI 2017-01-30 /pmc/articles/PMC5336043/ /pubmed/28146101 http://dx.doi.org/10.3390/s17020270 Text en © 2017 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 Guan, Jungang An, Fengwei Zhang, Xiangyu Chen, Lei Mattausch, Hans Jürgen Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures |
title | Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures |
title_full | Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures |
title_fullStr | Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures |
title_full_unstemmed | Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures |
title_short | Real-Time Straight-Line Detection for XGA-Size Videos by Hough Transform with Parallelized Voting Procedures |
title_sort | real-time straight-line detection for xga-size videos by hough transform with parallelized voting procedures |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5336043/ https://www.ncbi.nlm.nih.gov/pubmed/28146101 http://dx.doi.org/10.3390/s17020270 |
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