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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...

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Detalles Bibliográficos
Autores principales: Hao, Yang, Li, Jing, Meng, Fei, Zhang, Peisen, Ciuti, Gastone, Dario, Paolo, Huang, Qiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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.
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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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