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Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping
Dietary assessment, while traditionally based on pen-and-paper, is rapidly moving towards automatic approaches. This study describes an Australian automatic food record method and its prototype for dietary assessment via the use of a mobile phone and techniques of image processing and pattern recogn...
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/PMC4555113/ https://www.ncbi.nlm.nih.gov/pubmed/26225994 http://dx.doi.org/10.3390/nu7085274 |
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author | Probst, Yasmine Nguyen, Duc Thanh Tran, Minh Khoi Li, Wanqing |
author_facet | Probst, Yasmine Nguyen, Duc Thanh Tran, Minh Khoi Li, Wanqing |
author_sort | Probst, Yasmine |
collection | PubMed |
description | Dietary assessment, while traditionally based on pen-and-paper, is rapidly moving towards automatic approaches. This study describes an Australian automatic food record method and its prototype for dietary assessment via the use of a mobile phone and techniques of image processing and pattern recognition. Common visual features including scale invariant feature transformation (SIFT), local binary patterns (LBP), and colour are used for describing food images. The popular bag-of-words (BoW) model is employed for recognizing the images taken by a mobile phone for dietary assessment. Technical details are provided together with discussions on the issues and future work. |
format | Online Article Text |
id | pubmed-4555113 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-45551132015-09-01 Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping Probst, Yasmine Nguyen, Duc Thanh Tran, Minh Khoi Li, Wanqing Nutrients Article Dietary assessment, while traditionally based on pen-and-paper, is rapidly moving towards automatic approaches. This study describes an Australian automatic food record method and its prototype for dietary assessment via the use of a mobile phone and techniques of image processing and pattern recognition. Common visual features including scale invariant feature transformation (SIFT), local binary patterns (LBP), and colour are used for describing food images. The popular bag-of-words (BoW) model is employed for recognizing the images taken by a mobile phone for dietary assessment. Technical details are provided together with discussions on the issues and future work. MDPI 2015-07-27 /pmc/articles/PMC4555113/ /pubmed/26225994 http://dx.doi.org/10.3390/nu7085274 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 Attribution license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Probst, Yasmine Nguyen, Duc Thanh Tran, Minh Khoi Li, Wanqing Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping |
title | Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping |
title_full | Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping |
title_fullStr | Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping |
title_full_unstemmed | Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping |
title_short | Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping |
title_sort | dietary assessment on a mobile phone using image processing and pattern recognition techniques: algorithm design and system prototyping |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4555113/ https://www.ncbi.nlm.nih.gov/pubmed/26225994 http://dx.doi.org/10.3390/nu7085274 |
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