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Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy
The capsule endoscopy robot can only use monocular vision due to the dimensional limit. To improve the depth perception of the monocular capsule endoscopy robot, this paper proposes a photometric stereo-based depth map reconstruction method. First, based on the characteristics of the capsule endosco...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7571214/ https://www.ncbi.nlm.nih.gov/pubmed/32967182 http://dx.doi.org/10.3390/s20185403 |
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author | Hao, Yang Li, Jing Meng, Fei Zhang, Peisen Ciuti, Gastone Dario, Paolo Huang, Qiang |
author_facet | Hao, Yang Li, Jing Meng, Fei Zhang, Peisen Ciuti, Gastone Dario, Paolo Huang, Qiang |
author_sort | Hao, Yang |
collection | PubMed |
description | The capsule endoscopy robot can only use monocular vision due to the dimensional limit. To improve the depth perception of the monocular capsule endoscopy robot, this paper proposes a photometric stereo-based depth map reconstruction method. First, based on the characteristics of the capsule endoscopy robot system, a photometric stereo framework is established. Then, by combining the specular property and Lambertian property of the object surface, the depth of the specular highlight point is estimated, and the depth map of the whole object surface is reconstructed by a forward upwind scheme. To evaluate the precision of the depth estimation of the specular highlight region and the depth map reconstruction of the object surface, simulations and experiments are implemented with synthetic images and pig colon tissue, respectively. The results of the simulations and experiments show that the proposed method provides good precision for depth map reconstruction in monocular capsule endoscopy. |
format | Online Article Text |
id | pubmed-7571214 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75712142020-10-28 Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy Hao, Yang Li, Jing Meng, Fei Zhang, Peisen Ciuti, Gastone Dario, Paolo Huang, Qiang Sensors (Basel) Article The capsule endoscopy robot can only use monocular vision due to the dimensional limit. To improve the depth perception of the monocular capsule endoscopy robot, this paper proposes a photometric stereo-based depth map reconstruction method. First, based on the characteristics of the capsule endoscopy robot system, a photometric stereo framework is established. Then, by combining the specular property and Lambertian property of the object surface, the depth of the specular highlight point is estimated, and the depth map of the whole object surface is reconstructed by a forward upwind scheme. To evaluate the precision of the depth estimation of the specular highlight region and the depth map reconstruction of the object surface, simulations and experiments are implemented with synthetic images and pig colon tissue, respectively. The results of the simulations and experiments show that the proposed method provides good precision for depth map reconstruction in monocular capsule endoscopy. MDPI 2020-09-21 /pmc/articles/PMC7571214/ /pubmed/32967182 http://dx.doi.org/10.3390/s20185403 Text en © 2020 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 Hao, Yang Li, Jing Meng, Fei Zhang, Peisen Ciuti, Gastone Dario, Paolo Huang, Qiang Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy |
title | Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy |
title_full | Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy |
title_fullStr | Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy |
title_full_unstemmed | Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy |
title_short | Photometric Stereo-Based Depth Map Reconstruction for Monocular Capsule Endoscopy |
title_sort | photometric stereo-based depth map reconstruction for monocular capsule endoscopy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7571214/ https://www.ncbi.nlm.nih.gov/pubmed/32967182 http://dx.doi.org/10.3390/s20185403 |
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