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Moving Object Detection on a Vehicle Mounted Back-Up Camera
In the detection of moving objects from vision sources one usually assumes that the scene has been captured by stationary cameras. In case of backing up a vehicle, however, the camera mounted on the vehicle moves according to the vehicle’s movement, resulting in ego-motions on the background. This r...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4732056/ https://www.ncbi.nlm.nih.gov/pubmed/26712761 http://dx.doi.org/10.3390/s16010023 |
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author | Kim, Dong-Sun Kwon, Jinsan |
author_facet | Kim, Dong-Sun Kwon, Jinsan |
author_sort | Kim, Dong-Sun |
collection | PubMed |
description | In the detection of moving objects from vision sources one usually assumes that the scene has been captured by stationary cameras. In case of backing up a vehicle, however, the camera mounted on the vehicle moves according to the vehicle’s movement, resulting in ego-motions on the background. This results in mixed motion in the scene, and makes it difficult to distinguish between the target objects and background motions. Without further treatments on the mixed motion, traditional fixed-viewpoint object detection methods will lead to many false-positive detection results. In this paper, we suggest a procedure to be used with the traditional moving object detection methods relaxing the stationary cameras restriction, by introducing additional steps before and after the detection. We also decribe the implementation as a FPGA platform along with the algorithm. The target application of this suggestion is use with a road vehicle’s rear-view camera systems. |
format | Online Article Text |
id | pubmed-4732056 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-47320562016-02-12 Moving Object Detection on a Vehicle Mounted Back-Up Camera Kim, Dong-Sun Kwon, Jinsan Sensors (Basel) Article In the detection of moving objects from vision sources one usually assumes that the scene has been captured by stationary cameras. In case of backing up a vehicle, however, the camera mounted on the vehicle moves according to the vehicle’s movement, resulting in ego-motions on the background. This results in mixed motion in the scene, and makes it difficult to distinguish between the target objects and background motions. Without further treatments on the mixed motion, traditional fixed-viewpoint object detection methods will lead to many false-positive detection results. In this paper, we suggest a procedure to be used with the traditional moving object detection methods relaxing the stationary cameras restriction, by introducing additional steps before and after the detection. We also decribe the implementation as a FPGA platform along with the algorithm. The target application of this suggestion is use with a road vehicle’s rear-view camera systems. MDPI 2015-12-25 /pmc/articles/PMC4732056/ /pubmed/26712761 http://dx.doi.org/10.3390/s16010023 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kim, Dong-Sun Kwon, Jinsan Moving Object Detection on a Vehicle Mounted Back-Up Camera |
title | Moving Object Detection on a Vehicle Mounted Back-Up Camera |
title_full | Moving Object Detection on a Vehicle Mounted Back-Up Camera |
title_fullStr | Moving Object Detection on a Vehicle Mounted Back-Up Camera |
title_full_unstemmed | Moving Object Detection on a Vehicle Mounted Back-Up Camera |
title_short | Moving Object Detection on a Vehicle Mounted Back-Up Camera |
title_sort | moving object detection on a vehicle mounted back-up camera |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4732056/ https://www.ncbi.nlm.nih.gov/pubmed/26712761 http://dx.doi.org/10.3390/s16010023 |
work_keys_str_mv | AT kimdongsun movingobjectdetectiononavehiclemountedbackupcamera AT kwonjinsan movingobjectdetectiononavehiclemountedbackupcamera |