Depth estimation for visually impaired people using mobile devices

This paper presents the development of an application to estimate depth using mobile devices that could help visually impaired people to navigate in everyday sites. The mobile device incorporates a stereo camera system and the application takes advantage of the operating system capabilities, such as...

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Autores:
Navarro, Felipe
Cancino, Sandra
Estupiñán, Enrique
Tipo de recurso:
Part of book
Fecha de publicación:
2014
Institución:
Escuela Colombiana de Ingeniería Julio Garavito
Repositorio:
Repositorio Institucional ECI
Idioma:
eng
OAI Identifier:
oai:repositorio.escuelaing.edu.co:001/1750
Acceso en línea:
https://repositorio.escuelaing.edu.co/handle/001/1750
Palabra clave:
Computación móvil
Computación sensible al contexto
Accesibilidad de sitios web para personas con discapacidades
Mobile computing
Context-aware computing
Accessible Web sites for people with disabilities
Rights
closedAccess
License
http://purl.org/coar/access_right/c_14cb
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dc.title.eng.fl_str_mv Depth estimation for visually impaired people using mobile devices
title Depth estimation for visually impaired people using mobile devices
spellingShingle Depth estimation for visually impaired people using mobile devices
Computación móvil
Computación sensible al contexto
Accesibilidad de sitios web para personas con discapacidades
Mobile computing
Context-aware computing
Accessible Web sites for people with disabilities
title_short Depth estimation for visually impaired people using mobile devices
title_full Depth estimation for visually impaired people using mobile devices
title_fullStr Depth estimation for visually impaired people using mobile devices
title_full_unstemmed Depth estimation for visually impaired people using mobile devices
title_sort Depth estimation for visually impaired people using mobile devices
dc.creator.fl_str_mv Navarro, Felipe
Cancino, Sandra
Estupiñán, Enrique
dc.contributor.author.none.fl_str_mv Navarro, Felipe
Cancino, Sandra
Estupiñán, Enrique
dc.contributor.researchgroup.spa.fl_str_mv Ecitronica
dc.subject.armarc.spa.fl_str_mv Computación móvil
Computación sensible al contexto
Accesibilidad de sitios web para personas con discapacidades
topic Computación móvil
Computación sensible al contexto
Accesibilidad de sitios web para personas con discapacidades
Mobile computing
Context-aware computing
Accessible Web sites for people with disabilities
dc.subject.armarc.eng.fl_str_mv Mobile computing
Context-aware computing
Accessible Web sites for people with disabilities
description This paper presents the development of an application to estimate depth using mobile devices that could help visually impaired people to navigate in everyday sites. The mobile device incorporates a stereo camera system and the application takes advantage of the operating system capabilities, such as parallel computation, hardware configuration, in conjunction with the image processing libraries to implement well known and fast performing algorithms for depth estimation. Each camera is calibrated separately and afterwards a stereo calibration is performed. Depth estimation is calculated using two different algorithms and an evaluation of their performance is presented. The mobile devices handle the computational load fast enough to be able to produce the results within the walk time at normal pace. Depth estimation error is low enough to allow object detection like obstacles, room walls or moving persons.
publishDate 2014
dc.date.issued.none.fl_str_mv 2014
dc.date.accessioned.none.fl_str_mv 2021-10-20T17:15:40Z
dc.date.available.none.fl_str_mv 2021-10-20T17:15:40Z
dc.type.spa.fl_str_mv Capítulo - Parte de Libro
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dc.identifier.isbn.none.fl_str_mv 9781479925070
dc.identifier.uri.none.fl_str_mv https://repositorio.escuelaing.edu.co/handle/001/1750
dc.identifier.doi.none.fl_str_mv 10.1109/LASCAS.2014.6820289
identifier_str_mv 9781479925070
10.1109/LASCAS.2014.6820289
url https://repositorio.escuelaing.edu.co/handle/001/1750
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.citationedition.spa.fl_str_mv Depth estimation for visually impaired people using mobile devices, 2014 IEEE 5th Latin American Symposium on Circuits and Systems, 2014, pp. 1-4
dc.relation.citationendpage.spa.fl_str_mv 4
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dc.relation.indexed.spa.fl_str_mv N/A
dc.relation.ispartofbook.eng.fl_str_mv 2014 IEEE 5th Latin American Symposium on Circuits and Systems
dc.relation.references.spa.fl_str_mv Birchfield, S. &Tomasi,C., "C. A pixel dissimilarity measure that is insensitive to image sampling", IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998
Borenstein, J. &Ulrich,I., "The GuideCane A Computerized Travel Aid for the Active Guidance of Blind Pedestrians", Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 1997, pp. 1283-1288
Bradksi, G. &Kaehler, A., "Learning OpenCV", O'Reilly, 2008, pp. 415-453
Bradksi, G., "The OpenCV Library", Dr. Dobb's Journal of Software Tools, 2000
Diepstraten, J., "Design and Development of an Indoor Navigation and Object Identification System for the Blind. Hub A.", Ertl T. ASSETS'04, 2004, ACM 1-58113-911
Donghyun, K.; Dongbo, M. &Kwanghoon, S., "3D Scene Reconstruction System with Hand-Held Stereo Cameras", 3DTV Conference, 2007, ISBN 978-1-4244-0722-4
Dul, H.; Henry, P.; Ren, X.; Cheng, M.; Goldman, D.; Seitz, S. &Fox, D., "Interactive 3D Modeling of Indoor Environments with a Consumer Depth Camera", UbiComp11, 2011, ACM 978-1-4503-0630
Hirschmueller, H., "Stereo Processing by Semiglobal Matching and Mutual Information", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2008
Konolige, K., "Small Vision Systems: Hardware and Implementation", 8th International Symposium on Robotics Research (ISRR), Oct. 1997.
Konolige, K., "Technical Notes on Stereo Geometry", SRI International, Recovered http://pub1.willowgarage.com/~konolige/svs/disparity. htm
Loomis, J. M.; Klatzky, R. L; Golledge, R. G. &Philbeck, J. W., "Wayfinding: Cognitive mapping and other spatial processes", In R. G. Golledge (Ed.) "Human navigation by path integration", Johns Hopkins University Press, 1999, pp. 125-151
Shapiro, L. &Stockman, G., "Computer Vision", Ed. Prentice Hall, 2001, pp. 431
Sharstein,D. &Szeliski,R., "A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms", International Journal on Computer Vision (IJCV), 2002
World Health Organization WHO Media Center, FACT SHEET No 282, June 2012, Recovered http://www.who.int/mediacentre/factsheets/fs282/en
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dc.publisher.spa.fl_str_mv IEEE Xplore
dc.publisher.place.spa.fl_str_mv Nueva Jersey, Estados Unidos.
dc.source.spa.fl_str_mv https://ieeexplore.ieee.org/abstract/document/6820289
institution Escuela Colombiana de Ingeniería Julio Garavito
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spelling Navarro, Felipe35ba34fb3a3c40d682680bc1b9adc8d2600Cancino, Sandra9984e034fae54d172ec834eb40814919600Estupiñán, Enrique9c654587c62064eaab7a85865ac7d759600Ecitronica2021-10-20T17:15:40Z2021-10-20T17:15:40Z20149781479925070https://repositorio.escuelaing.edu.co/handle/001/175010.1109/LASCAS.2014.6820289This paper presents the development of an application to estimate depth using mobile devices that could help visually impaired people to navigate in everyday sites. The mobile device incorporates a stereo camera system and the application takes advantage of the operating system capabilities, such as parallel computation, hardware configuration, in conjunction with the image processing libraries to implement well known and fast performing algorithms for depth estimation. Each camera is calibrated separately and afterwards a stereo calibration is performed. Depth estimation is calculated using two different algorithms and an evaluation of their performance is presented. The mobile devices handle the computational load fast enough to be able to produce the results within the walk time at normal pace. Depth estimation error is low enough to allow object detection like obstacles, room walls or moving persons.Este trabajo presenta el desarrollo de una aplicación para estimar la profundidad utilizando dispositivos móviles que podría ayudar a las personas con discapacidad visual a navegar en sitios cotidianos. El dispositivo móvil incorpora un sistema de cámaras estéreo y la aplicación aprovecha las capacidades del sistema operativo, como el cálculo paralelo, la configuración del hardware, junto con las librerías de procesamiento de imágenes para implementar algoritmos bien conocidos y de rápido rendimiento para la estimación de la profundidad. Cada cámara se calibra por separado y después se realiza una calibración estereoscópica. La estimación de la profundidad se calcula utilizando dos algoritmos diferentes y se presenta una evaluación de su rendimiento. Los dispositivos móviles manejan la carga computacional lo suficientemente rápido como para poder producir los resultados dentro del tiempo de paseo a ritmo normal. El error de estimación de la profundidad es lo suficientemente bajo como para permitir la detección de objetos como obstáculos, paredes de la habitación o personas en movimiento.4 páginasapplication/pdfengIEEE XploreNueva Jersey, Estados Unidos.https://ieeexplore.ieee.org/abstract/document/6820289Depth estimation for visually impaired people using mobile devicesCapítulo - Parte de Libroinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_3248http://purl.org/coar/resource_type/c_2df8fbb1Textinfo:eu-repo/semantics/bookParthttp://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85Depth estimation for visually impaired people using mobile devices, 2014 IEEE 5th Latin American Symposium on Circuits and Systems, 2014, pp. 1-441N/A2014 IEEE 5th Latin American Symposium on Circuits and SystemsBirchfield, S. &Tomasi,C., "C. A pixel dissimilarity measure that is insensitive to image sampling", IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998Borenstein, J. &Ulrich,I., "The GuideCane A Computerized Travel Aid for the Active Guidance of Blind Pedestrians", Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 1997, pp. 1283-1288Bradksi, G. &Kaehler, A., "Learning OpenCV", O'Reilly, 2008, pp. 415-453Bradksi, G., "The OpenCV Library", Dr. Dobb's Journal of Software Tools, 2000Diepstraten, J., "Design and Development of an Indoor Navigation and Object Identification System for the Blind. Hub A.", Ertl T. ASSETS'04, 2004, ACM 1-58113-911Donghyun, K.; Dongbo, M. &Kwanghoon, S., "3D Scene Reconstruction System with Hand-Held Stereo Cameras", 3DTV Conference, 2007, ISBN 978-1-4244-0722-4Dul, H.; Henry, P.; Ren, X.; Cheng, M.; Goldman, D.; Seitz, S. &Fox, D., "Interactive 3D Modeling of Indoor Environments with a Consumer Depth Camera", UbiComp11, 2011, ACM 978-1-4503-0630Hirschmueller, H., "Stereo Processing by Semiglobal Matching and Mutual Information", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2008Konolige, K., "Small Vision Systems: Hardware and Implementation", 8th International Symposium on Robotics Research (ISRR), Oct. 1997.Konolige, K., "Technical Notes on Stereo Geometry", SRI International, Recovered http://pub1.willowgarage.com/~konolige/svs/disparity. htmLoomis, J. M.; Klatzky, R. L; Golledge, R. G. &Philbeck, J. W., "Wayfinding: Cognitive mapping and other spatial processes", In R. G. Golledge (Ed.) "Human navigation by path integration", Johns Hopkins University Press, 1999, pp. 125-151Shapiro, L. &Stockman, G., "Computer Vision", Ed. Prentice Hall, 2001, pp. 431Sharstein,D. &Szeliski,R., "A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms", International Journal on Computer Vision (IJCV), 2002World Health Organization WHO Media Center, FACT SHEET No 282, June 2012, Recovered http://www.who.int/mediacentre/factsheets/fs282/eninfo:eu-repo/semantics/closedAccesshttp://purl.org/coar/access_right/c_14cbComputación móvilComputación sensible al contextoAccesibilidad de sitios web para personas con discapacidadesMobile computingContext-aware computingAccessible Web sites for people with disabilitiesTHUMBNAILDepth_estimation_for_visually_impaired_people_using_mobile_devices.pdf.jpgDepth_estimation_for_visually_impaired_people_using_mobile_devices.pdf.jpgGenerated Thumbnailimage/jpeg16249https://repositorio.escuelaing.edu.co/bitstream/001/1750/11/Depth_estimation_for_visually_impaired_people_using_mobile_devices.pdf.jpg5ba43a5e9ba311b503bfb745308a908aMD511metadata only accessMETADATADepth estimation for visually impaired people using mobile devices.pngDepth estimation for visually impaired people using mobile devices.pngimage/png180928https://repositorio.escuelaing.edu.co/bitstream/001/1750/9/Depth%20estimation%20for%20visually%20impaired%20people%20using%20mobile%20devices.png6d193f1c3bb3f711450c5a467e37f35aMD59open accessLICENSElicense.txtlicense.txttext/plain; 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