Literature DB >> 25110454

COMBINING GLOBAL AND LOCAL FEATURES FOR FOOD IDENTIFICATION IN DIETARY ASSESSMENT.

Marc Bosch1, Fengqing Zhu1, Nitin Khanna1, Carol J Boushey2, Edward J Delp1.   

Abstract

Many chronic diseases, such as heart diseases, diabetes, and obesity, can be related to diet. Hence, the need to accurately measure diet becomes imperative. We are developing methods to use image analysis tools for the identification and quantification of food consumed at a meal. In this paper we describe a new approach to food identification using several features based on local and global measures and a "voting" based late decision fusion classifier to identify the food items. Experimental results on a wide variety of food items are presented.

Entities:  

Keywords:  Feature extraction; image analysis; image texture; object recognition; supervised learning

Year:  2011        PMID: 25110454      PMCID: PMC4123454          DOI: 10.1109/ICIP.2011.6115809

Source DB:  PubMed          Journal:  Proc Int Conf Image Proc        ISSN: 1522-4880


  5 in total

1.  DAISY: an efficient dense descriptor applied to wide-baseline stereo.

Authors:  Engin Tola; Vincent Lepetit; Pascal Fua
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2010-05       Impact factor: 6.226

Review 2.  The role of context in object recognition.

Authors:  Aude Oliva; Antonio Torralba
Journal:  Trends Cogn Sci       Date:  2007-11-19       Impact factor: 20.229

3.  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

4.  Segmentation Assisted Food Classification for Dietary Assessment.

Authors:  Fengqing Zhu; Marc Bosch; Tusarebecca Schap; Nitin Khanna; David S Ebert; Carol J Boushey; Edward J Delp
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2011-01-24

5.  Use of technology in children's dietary assessment.

Authors:  C J Boushey; D A Kerr; J Wright; K D Lutes; D S Ebert; E J Delp
Journal:  Eur J Clin Nutr       Date:  2009-02       Impact factor: 4.016

  5 in total
  17 in total

1.  EFFICIENT SUPERPIXEL BASED SEGMENTATION FOR FOOD IMAGE ANALYSIS.

Authors:  Yu Wang; Chang Liu; Fengqing Zhu; Carol J Boushey; Edward J Delp
Journal:  Proc Int Conf Image Proc       Date:  2016-12-08

2.  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

3.  Multilevel Segmentation for Food Classification in Dietary Assessment.

Authors:  Fengqing Zhu; Marc Bosch; Nitin Khanna; Carol J Boushey; Edward J Delp
Journal:  Proc Int Symp Image Signal Process Anal       Date:  2011-09-04

4.  DialBetics With a Multimedia Food Recording Tool, FoodLog: Smartphone-Based Self-Management for Type 2 Diabetes.

Authors:  Kayo Waki; Kiyoharu Aizawa; Shigeko Kato; Hideo Fujita; Hanae Lee; Haruka Kobayashi; Makoto Ogawa; Keisuke Mouri; Takashi Kadowaki; Kazuhiko Ohe
Journal:  J Diabetes Sci Technol       Date:  2015-04-16

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.  Image-Based Food Volume Estimation.

Authors:  Xu Chang; He Ye; Parra Albert; Delp Edward; Khanna Nitin; Boushey Carol
Journal:  CEA13 (2013)       Date:  2013-10

7.  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

Review 8.  Merging dietary assessment with the adolescent lifestyle.

Authors:  T E Schap; F Zhu; E J Delp; C J Boushey
Journal:  J Hum Nutr Diet       Date:  2013-03-13       Impact factor: 3.089

9.  MODEL-BASED FOOD VOLUME ESTIMATION USING 3D POSE.

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

10.  Dietary Assessment on a Mobile Phone Using Image Processing and Pattern Recognition Techniques: Algorithm Design and System Prototyping.

Authors:  Yasmine Probst; Duc Thanh Nguyen; Minh Khoi Tran; Wanqing Li
Journal:  Nutrients       Date:  2015-07-27       Impact factor: 5.717

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