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Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter
In this paper, we propose an automatic and sequential method for the registration of an image sequence of a road area without ignoring scene-induced motion. This method contributes to a larger work, aiming at vehicle tracking. A typical image sequence is recorded from a helicopter hovering above the...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4208190/ https://www.ncbi.nlm.nih.gov/pubmed/25198006 http://dx.doi.org/10.3390/s140916630 |
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author | Nejadasl, Fatemeh Karimi. Lindenbergh, Roderik. |
author_facet | Nejadasl, Fatemeh Karimi. Lindenbergh, Roderik. |
author_sort | Nejadasl, Fatemeh Karimi. |
collection | PubMed |
description | In this paper, we propose an automatic and sequential method for the registration of an image sequence of a road area without ignoring scene-induced motion. This method contributes to a larger work, aiming at vehicle tracking. A typical image sequence is recorded from a helicopter hovering above the freeway. The demand for automation is inevitable due to the large number of images and continuous changes in the traffic situation and weather conditions. A framework is designed and implemented for this purpose. The registration errors are removed in a sequential way based on two homography assumptions. First, an approximate registration is obtained, which is efficiently refined in a second step, using a restricted search area. The results of the stabilization framework are demonstrated on an image sequence consisting of 1500 images and show that our method allows a registration between arbitrary images in the sequence with a geometric error of zero in pixel accuracy. |
format | Online Article Text |
id | pubmed-4208190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-42081902014-10-24 Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter Nejadasl, Fatemeh Karimi. Lindenbergh, Roderik. Sensors (Basel) Article In this paper, we propose an automatic and sequential method for the registration of an image sequence of a road area without ignoring scene-induced motion. This method contributes to a larger work, aiming at vehicle tracking. A typical image sequence is recorded from a helicopter hovering above the freeway. The demand for automation is inevitable due to the large number of images and continuous changes in the traffic situation and weather conditions. A framework is designed and implemented for this purpose. The registration errors are removed in a sequential way based on two homography assumptions. First, an approximate registration is obtained, which is efficiently refined in a second step, using a restricted search area. The results of the stabilization framework are demonstrated on an image sequence consisting of 1500 images and show that our method allows a registration between arbitrary images in the sequence with a geometric error of zero in pixel accuracy. MDPI 2014-09-05 /pmc/articles/PMC4208190/ /pubmed/25198006 http://dx.doi.org/10.3390/s140916630 Text en © 2014 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 license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Nejadasl, Fatemeh Karimi. Lindenbergh, Roderik. Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter |
title | Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter |
title_full | Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter |
title_fullStr | Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter |
title_full_unstemmed | Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter |
title_short | Sequential and Automatic Image-Sequence Registration of Road Areas Monitored from a Hovering Helicopter |
title_sort | sequential and automatic image-sequence registration of road areas monitored from a hovering helicopter |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4208190/ https://www.ncbi.nlm.nih.gov/pubmed/25198006 http://dx.doi.org/10.3390/s140916630 |
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