Literature DB >> 28572873

FOOD IMAGE ANALYSIS: SEGMENTATION, IDENTIFICATION AND WEIGHT ESTIMATION.

Ye He1, Chang Xu1, Nitin Khanna2, Carol J Boushey3, Edward J Delp1.   

Abstract

We are developing a dietary assessment system that records daily food intake through the use of food images taken at a meal. The food images are then analyzed to extract the nutrient content in the food. In this paper, we describe the image analysis tools to determine the regions where a particular food is located (image segmentation), identify the food type (feature classification) and estimate the weight of the food item (weight estimation). An image segmentation and classification system is proposed to improve the food segmentation and identification accuracy. We then estimate the weight of food to extract the nutrient content from a single image using a shape template for foods with regular shapes and area-based weight estimation for foods with irregular shapes.

Entities:  

Keywords:  Dietary Assessment; Image Segmentation; Object Identification; Weight Estimation

Year:  2013        PMID: 28572873      PMCID: PMC5448794          DOI: 10.1109/ICME.2013.6607548

Source DB:  PubMed          Journal:  Proc (IEEE Int Conf Multimed Expo)        ISSN: 1945-7871


  5 in total

1.  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

2.  Volume Estimation Using Food Specific Shape Templates in Mobile Image-Based Dietary Assessment.

Authors:  Junghoon Chae; Insoo Woo; Sungye Kim; Ross Maciejewski; Fengging Zhu; Edward J Delp; Carol J Boushey; David S Ebert
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2011-02-07

3.  3D localization of circular feature in 2D image and application to food volume estimation.

Authors:  Wenyan Jia; Yaofeng Yue; John D Fernstrom; Zhengnan Zhang; Yongquan Yang; Mingui Sun
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2012

4.  Specular Highlight Removal For Image-Based Dietary Assessment.

Authors:  Y He; N Khanna; C J Boushey; E J Delp
Journal:  IEEE Int Conf Multimed Expo Workshops       Date:  2012-08-16

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
  11 in total

1.  Public Health Procedures, Alone, Will Not Prevent Child Obesity.

Authors:  Tom Baranowski; Kathleen J Motil; Jennette P Moreno
Journal:  Child Obes       Date:  2019-09       Impact factor: 2.992

2.  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

3.  Yum-Me: A Personalized Nutrient-Based Meal Recommender System.

Authors:  Longqi Yang; Cheng-Kang Hsieh; Hongjian Yang; John P Pollak; Nicola Dell; Serge Belongie; Curtis Cole; Deborah Estrin
Journal:  ACM Trans Inf Syst       Date:  2017-08       Impact factor: 4.797

4.  FOOD IMAGE ANALYSIS: THE BIG DATA PROBLEM YOU CAN EAT!

Authors:  Yu Wang; Shaobo Fang; Chang Liu; Fengqing Zhu; Deborah A Kerr; Carol J Boushey; Edward J Delp
Journal:  Conf Rec Asilomar Conf Signals Syst Comput       Date:  2017-03-06

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.  Calorie Estimation From Pictures of Food: Crowdsourcing Study.

Authors:  Jun Zhou; Dane Bell; Sabrina Nusrat; Melanie Hingle; Mihai Surdeanu; Stephen Kobourov
Journal:  Interact J Med Res       Date:  2018-11-05

Review 8.  Current Developments in Digital Quantitative Volume Estimation for the Optimisation of Dietary Assessment.

Authors:  Wesley Tay; Bhupinder Kaur; Rina Quek; Joseph Lim; Christiani Jeyakumar Henry
Journal:  Nutrients       Date:  2020-04-22       Impact factor: 5.717

9.  Counting Bites With Bits: Expert Workshop Addressing Calorie and Macronutrient Intake Monitoring.

Authors:  Nabil Alshurafa; Annie Wen Lin; Fengqing Zhu; Roozbeh Ghaffari; Josiah Hester; Edward Delp; John Rogers; Bonnie Spring
Journal:  J Med Internet Res       Date:  2019-12-04       Impact factor: 5.428

Review 10.  A Comprehensive Survey of Image-Based Food Recognition and Volume Estimation Methods for Dietary Assessment.

Authors:  Ghalib Ahmed Tahir; Chu Kiong Loo
Journal:  Healthcare (Basel)       Date:  2021-12-03
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