Cargando…
Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor
Recently, the stereo imaging-based image enhancement approach has attracted increasing attention in the field of video analysis. This paper presents a dual camera-based stereo image defogging algorithm. Optical flow is first estimated from the stereo foggy image pair, and the initial disparity map i...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751095/ https://www.ncbi.nlm.nih.gov/pubmed/29232826 http://dx.doi.org/10.3390/s17122861 |
_version_ | 1783289871727591424 |
---|---|
author | Kim, Heegwang Park, Jinho Park, Hasil Paik, Joonki |
author_facet | Kim, Heegwang Park, Jinho Park, Hasil Paik, Joonki |
author_sort | Kim, Heegwang |
collection | PubMed |
description | Recently, the stereo imaging-based image enhancement approach has attracted increasing attention in the field of video analysis. This paper presents a dual camera-based stereo image defogging algorithm. Optical flow is first estimated from the stereo foggy image pair, and the initial disparity map is generated from the estimated optical flow. Next, an initial transmission map is generated using the initial disparity map. Atmospheric light is then estimated using the color line theory. The defogged result is finally reconstructed using the estimated transmission map and atmospheric light. The proposed method can refine the transmission map iteratively. Experimental results show that the proposed method can successfully remove fog without color distortion. The proposed method can be used as a pre-processing step for an outdoor video analysis system and a high-end smartphone with a dual camera system. |
format | Online Article Text |
id | pubmed-5751095 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57510952018-01-10 Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor Kim, Heegwang Park, Jinho Park, Hasil Paik, Joonki Sensors (Basel) Article Recently, the stereo imaging-based image enhancement approach has attracted increasing attention in the field of video analysis. This paper presents a dual camera-based stereo image defogging algorithm. Optical flow is first estimated from the stereo foggy image pair, and the initial disparity map is generated from the estimated optical flow. Next, an initial transmission map is generated using the initial disparity map. Atmospheric light is then estimated using the color line theory. The defogged result is finally reconstructed using the estimated transmission map and atmospheric light. The proposed method can refine the transmission map iteratively. Experimental results show that the proposed method can successfully remove fog without color distortion. The proposed method can be used as a pre-processing step for an outdoor video analysis system and a high-end smartphone with a dual camera system. MDPI 2017-12-09 /pmc/articles/PMC5751095/ /pubmed/29232826 http://dx.doi.org/10.3390/s17122861 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 Kim, Heegwang Park, Jinho Park, Hasil Paik, Joonki Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor |
title | Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor |
title_full | Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor |
title_fullStr | Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor |
title_full_unstemmed | Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor |
title_short | Iterative Refinement of Transmission Map for Stereo Image Defogging Using a Dual Camera Sensor |
title_sort | iterative refinement of transmission map for stereo image defogging using a dual camera sensor |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751095/ https://www.ncbi.nlm.nih.gov/pubmed/29232826 http://dx.doi.org/10.3390/s17122861 |
work_keys_str_mv | AT kimheegwang iterativerefinementoftransmissionmapforstereoimagedefoggingusingadualcamerasensor AT parkjinho iterativerefinementoftransmissionmapforstereoimagedefoggingusingadualcamerasensor AT parkhasil iterativerefinementoftransmissionmapforstereoimagedefoggingusingadualcamerasensor AT paikjoonki iterativerefinementoftransmissionmapforstereoimagedefoggingusingadualcamerasensor |