Literature DB >> 28573258

The Use of Temporal Information in Food Image Analysis.

Yu Wang1, Ye He2, Fengqing Zhu1, Carol Boushey3, Edward Delp1.   

Abstract

We have developed a dietary assessment system that uses food images captured by a mobile device. Food identification is a crucial component of our system. Achieving a high classification rates is challenging due to the large number of food categories and variability in food appearance. In this paper, we propose to improve food classification by incorporating temporal information. We employ recursive Bayesian estimation to incrementally learn from a person's eating history. We show an improvement of food classification accuracy by 11% can be achieved.

Entities:  

Year:  2015        PMID: 28573258      PMCID: PMC5449027          DOI: 10.1007/978-3-319-23222-5_39

Source DB:  PubMed          Journal:  New Trends Image Anal Process ICIAP 2015 Workshops (2015)


  9 in total

Review 1.  Visual objects in context.

Authors:  Moshe Bar
Journal:  Nat Rev Neurosci       Date:  2004-08       Impact factor: 34.870

2.  Contextual object localization with multiple kernel nearest neighbor.

Authors:  Brian McFee; Carolina Galleguillos; Gert Lanckriet
Journal:  IEEE Trans Image Process       Date:  2010-08-23       Impact factor: 10.856

3.  Multiple hypotheses image segmentation and classification with application to dietary assessment.

Authors:  Fengqing Zhu; Marc Bosch; Nitin Khanna; Carol J Boushey; Edward J Delp
Journal:  IEEE J Biomed Health Inform       Date:  2015-01       Impact factor: 5.772

4.  The Use of Mobile Devices in Aiding Dietary Assessment and Evaluation.

Authors:  Fengqing Zhu; Marc Bosch; Insoo Woo; Sungye Kim; Carol J Boushey; David S Ebert; Edward J Delp
Journal:  IEEE J Sel Top Signal Process       Date:  2010-08       Impact factor: 6.856

5.  ANALYSIS OF FOOD IMAGES: FEATURES AND CLASSIFICATION.

Authors:  Ye He; Chang Xu; Nitin Khanna; Carol J Boushey; Edward J Delp
Journal:  Proc Int Conf Image Proc       Date:  2015-01-29

6.  CONTEXT BASED FOOD IMAGE ANALYSIS.

Authors:  Ye He; Chang Xu; Nitin Khanna; Carol J Boushey; Edward J Delp
Journal:  Proc Int Conf Image Proc       Date:  2014-02-13

7.  Diabetes, impaired fasting glucose, and elevated HbA1c in U.S. adolescents: the Third National Health and Nutrition Examination Survey.

Authors:  A Fagot-Campagna; J B Saaddine; K M Flegal; G L Beckles
Journal:  Diabetes Care       Date:  2001-05       Impact factor: 19.112

8.  Prevalence of high body mass index in US children and adolescents, 2007-2008.

Authors:  Cynthia L Ogden; Margaret D Carroll; Lester R Curtin; Molly M Lamb; Katherine M Flegal
Journal:  JAMA       Date:  2010-01-13       Impact factor: 56.272

9.  A Mobile Phone User Interface for Image-Based Dietary Assessment.

Authors:  Ziad Ahmad; Nitin Khanna; Deborah A Kerr; Carol J Boushey; Edward J Delp
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-02-18
  9 in total

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