Image-Based Estimation of Real Food Size for Accurate Food Calorie Estimation

被引:22
|
作者
Ege, Takumi [1 ]
Ando, Yoshikazu [1 ]
Tanno, Ryosuke [1 ]
Shimoda, Wataru [1 ]
Yanai, Keiji [1 ]
机构
[1] Univ Electrocommun, Dept Informat, Tokyo 1-5-1 Chofugaoka, Chofu, Tokyo 1828585, Japan
关键词
D O I
10.1109/MIPR.2019.00056
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we review our works on image-based estimation of real size of foods for accurate food calorie estimation which including three existing works and two new works: (1) "CalorieCam" which is a system to estimate real food size based on a reference object, (2) Region segmentation based food calorie estimation, (3) "AR DeepCalorieCam V2" which is based on visual inertial odometry built in the iOS ARKit library, (4) "DepthCalorieCam" which employs stereo cameras on iPhone X/XS, and (5) "RiceCalorieCam" which exploits rice grains as reference objects. Especially, the last two new methods achieved 10% or less estimation error, which was enough for robust food calorie estimation.
引用
收藏
页码:274 / 279
页数:6
相关论文
共 50 条
  • [21] Volume Estimation Using Food Specific Shape Templates in Mobile Image-Based Dietary Assessment
    Chae, Junghoon
    Woo, Insoo
    Kim, SungYe
    Maciejewski, Ross
    Zhu, Fengging
    Delp, Edward J.
    Boushey, Carol J.
    Ebert, David S.
    COMPUTATIONAL IMAGING IX, 2011, 7873
  • [22] Single Image-Based Food Volume Estimation Using Monocular Depth-Prediction Networks
    Graikos, Alexandros
    Charisis, Vasileios
    Iakovakis, Dimitrios
    Hadjidimitriou, Stelios
    Hadjileontiadis, Leontios
    UNIVERSAL ACCESS IN HUMAN-COMPUTER INTERACTION. APPLICATIONS AND PRACTICE, UAHCI 2020, PT II, 2020, 12189 : 532 - 543
  • [23] Image-based cell-size estimation for baculovirus quantification
    Laasfeld, Tonis
    Kopanchuk, Sergei
    Rinken, Ago
    BIOTECHNIQUES, 2017, 63 (04) : 161 - 168
  • [24] Comparison of Two Approaches for Direct Food Calorie Estimation
    Ege, Takumi
    Yanai, Keiji
    NEW TRENDS IN IMAGE ANALYSIS AND PROCESSING - ICIAP 2017, 2017, 10590 : 453 - 461
  • [25] Calorie Estimation From Pictures of Food: Crowdsourcing Study
    Zhou, Jun
    Bell, Dane
    Nusrat, Sabrina
    Hingle, Melanie
    Surdeanu, Mihai
    Kobourov, Stephen
    INTERACTIVE JOURNAL OF MEDICAL RESEARCH, 2018, 7 (02):
  • [26] Food Calorie Estimation using Convolutional Neural Network
    Kasyap, V. Balaji
    Jayapandian, N.
    ICSPC'21: 2021 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION (ICPSC), 2021, : 666 - 670
  • [27] Caloriemeter: Food Calorie Estimation using Machine Learning
    Deshmukh, Pramod B.
    Metre, Vishakha A.
    Pawar, Rahul Y.
    2021 INTERNATIONAL CONFERENCE ON EMERGING SMART COMPUTING AND INFORMATICS (ESCI), 2021, : 418 - 422
  • [28] An Automatic Calorie Estimation System of Food Images on a Smartphone
    Okamoto, Koichi
    Yanai, Keiji
    MADIMA'16: PROCEEDINGS OF THE 2ND INTERNATIONAL WORKSHOP ON MULTIMEDIA ASSISTED DIETARY MANAGEMENT, 2016, : 63 - 70
  • [29] How Food Shape Influences Calorie Content Estimation: The Biasing Estimation of Calories
    Li, Shan
    Zhao, Yichen
    Liu, Siyue
    JOURNAL OF FOOD QUALITY, 2022, 2022
  • [30] Food Volume Estimation Based on Stereo Image Analysis
    Subhi, Mohammed A.
    Ali, Sawal Hamid Md.
    Ismail, Ahmad G.
    Othman, Masuri
    IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE, 2018, 21 (06) : 36 - 43