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Development and Verification of Dietary Habit Monitoring System using Image Analysis and a Smartphone

Research Project

Project/Area Number 25282205
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Applied health science
Research InstitutionThe University of Tokyo

Principal Investigator

Aizawa Kiyoharu  東京大学, 情報理工学(系)研究科, 教授 (20192453)

Co-Investigator(Kenkyū-buntansha) 瀧本 秀美  国立健康, 栄養研究所 栄養疫学研究部, 部長 (50270690)
Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥13,780,000 (Direct Cost: ¥10,600,000、Indirect Cost: ¥3,180,000)
Fiscal Year 2015: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2014: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2013: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Keywords食事記録 / 食生活 / マルチメディア / スマートフォン / ユーザスタディ / 画像処理 / 画像検索 / ユーザースタディ
Outline of Final Research Achievements

We have investigated a smartphone based technology of self-monitoring of dietary habit for health promotion. Conventional self-monitoring methods have been such a way that a person writes down on a sheet every food he/she eats. However, writing description of every food items and their amounts requires huge efforts, and he/she feels difficulty to continue recording and change his/her eating habit. We have developed a multimedia food recording tool, FooLog, by which we can interactively describe our food content by help of image retrieval. By making use of image processing, we can much reduce our efforts in food recording. In this project, we made significant improvement of FoodLog system and conduct its evaluation and verification.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (33 results)

All 2016 2015 2014 2013 Other

All Journal Article (9 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 2 results) Presentation (22 results) (of which Int'l Joint Research: 4 results,  Invited: 7 results) Book (1 results) Remarks (1 results)

  • [Journal Article] 自己管理のためのマルチメディア食事記録ツールFoodLogとそのデータの評価と解析2016

    • Author(s)
      相澤清晴
    • Journal Title

      電子情報通信学会誌

      Volume: 99 Pages: 124-129

    • Related Report
      2015 Annual Research Report
  • [Journal Article] FoodLog: Multimedia Tool for Healthcare Applications2015

    • Author(s)
      Kiyoharu Aizawa, Makoto Ogawa
    • Journal Title

      IEEE MultiMedia

      Volume: 22 Issue: 2 Pages: 4-9

    • DOI

      10.1109/mmul.2015.39

    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
  • [Journal Article] Food Category Representatives: Extracting Categories from Meal Names in Food Recordings and Recipe Data2015

    • Author(s)
      K.Aizawa, M.Kasamatsu, S.Amano, M.Ogawa
    • Journal Title

      IEEE International Conference on Multimedia Big Data

      Volume: none Pages: 48-55

    • DOI

      10.1109/bigmm.2015.54

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] セルフモニタリングのための画像を用いた食事記録ツール2014

    • Author(s)
      相澤清晴,小川誠
    • Journal Title

      情報処理学会誌

      Volume: 56 Pages: 171-175

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 画像を用いた食事のモニタリング2014

    • Author(s)
      相澤清晴,小川誠
    • Journal Title

      体育の科学

      Volume: 64 Pages: 549-552

    • Related Report
      2014 Annual Research Report
  • [Journal Article] スマートフォンを用いたFoodLog:写真で簡単食事記録2014

    • Author(s)
      相澤清晴,小川誠
    • Journal Title

      臨床栄養

      Volume: 125 Pages: 10-11

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Frequency Statistics of Words Used in Japanese Food Records of FoodLog2014

    • Author(s)
      Sosuke Amano, Kiyoharu Aizawa, Makoto Ogawa
    • Journal Title

      ACM Ubicomp Workshop on Smart Technologyfor Cooking and Eating Activities : CEA2014

      Volume: none Pages: 547-552

    • DOI

      10.1145/2638728.2641332

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Comparative Study of the Routine Daily Usability of FoodLog: A Smartphone-based Food Recording Tool Assisted by Image Retrieval2014

    • Author(s)
      Kiyoharu Aizawa, Kazuki Maeda, Makoto Ogawa, Yohei Sato, Mayumi Kasamatsu, Kayo Waki, Hidemi Takimoto
    • Journal Title

      Journal of Diabetes Science and Technology

      Volume: 8 Issue: 2 Pages: 203-208

    • DOI

      10.1177/1932296814522745

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] [Invited Paper] Multimedia FoodLog: Diverse Applications from Self-Monitoring to Social Contributions2013

    • Author(s)
      Kiyoharu Aizawa
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 1 Issue: 3 Pages: 214-219

    • DOI

      10.3169/mta.1.214

    • NAID

      130004648165

    • ISSN
      2186-7364
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] 食事記録に対するWeb検索結果を利用した代表的食事名の導出2016

    • Author(s)
      安沢昌志,天野宗佑,山肩洋子,山崎俊彦,相澤清晴,小川 誠
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      神奈川県,横浜市,慶應義塾大学矢上キャンパス
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
  • [Presentation] 階層構造を導入した深層学習とメタデータを利用した一般食事画像の検出と認識2016

    • Author(s)
      加賀谷北斗,相澤清晴,小川 誠
    • Organizer
      電子情報通信学会 画像工学研究会
    • Place of Presentation
      北海道,札幌市,北海道大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] 階層的な食事分類に関する基礎検討2015

    • Author(s)
      加賀谷北斗, 堀口翔太, 天野宗佑, 相澤清晴, 小川誠
    • Organizer
      電子情報通信学会 データ工学研究会
    • Place of Presentation
      神奈川県,横浜市,神奈川工科大横浜オフィス
    • Year and Date
      2015-09-24
    • Related Report
      2015 Annual Research Report
  • [Presentation] Highly Accurate Food/Non-Food Image Classification based on a Deep Convolutional Neural Network2015

    • Author(s)
      Hokuto Kagaya, Kiyoharu Aizawa
    • Organizer
      Workshop on Multimedia Assisted Dietary Managemen
    • Place of Presentation
      Genova, Italy
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] メタデータを利用した食事画像認識の改善2015

    • Author(s)
      加賀谷北斗, 相澤清晴, 小川 誠
    • Organizer
      映像情報メディア学会年次大会
    • Place of Presentation
      東京都,葛飾区,東京理科大
    • Year and Date
      2015-08-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] 食事記録ツールFoodLogにおける食事情報のWeb検索機能の実現2015

    • Author(s)
      前田一樹,相澤清晴,小川誠
    • Organizer
      映像情報メディア学会年次大会
    • Place of Presentation
      東京都,葛飾区,東京理科大
    • Year and Date
      2015-08-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] 食事名の要約表現と協調フィルタリングを用いた個人の食傾向予測2015

    • Author(s)
      小宮山遼太, 天野宗佑, 相澤清晴, 小川 誠
    • Organizer
      画像の認識・理解シンポジウム(MIRU2015)
    • Place of Presentation
      大阪府,吹田市,ホテル阪急エキスポパーク
    • Year and Date
      2015-07-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] FoodLog: Multimedia Tool for Healthcare Applications2015

    • Author(s)
      Kiyoahru Aizawa
    • Organizer
      IACT Conferences
    • Place of Presentation
      Darussalam, Brunei
    • Year and Date
      2015-06-01
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] FoodLog: Quality Evaluation of Food Records of General Public Using a Multimedia Food Recording Tool2015

    • Author(s)
      K.Aizawa, M.Kasamatsu, S.Amano, M.Ogawa
    • Organizer
      Asian Congress of Nutrition
    • Place of Presentation
      神奈川県,横浜市,パシフィコ横浜
    • Year and Date
      2015-05-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Food Category Representatives: Extracting Categories from Meal Names in Food Recordings and Recipe Data2015

    • Author(s)
      Sosuke Amano, Kiyoharu Aizawa, Makoto Ogawa
    • Organizer
      IEEE Int. Conf. Multimedia Big Data 2015
    • Place of Presentation
      Beijin, China
    • Year and Date
      2015-04-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 文短縮による食事名データの要約表現2015

    • Author(s)
      天野宗佑, 相澤清晴, 小川 誠
    • Organizer
      電子情報通信学会 マルチメディア・仮想環境基礎研究会
    • Place of Presentation
      成蹊大学,東京
    • Year and Date
      2015-03-04 – 2015-03-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Multimedia Food Recording Tool Assisted by Image Retrieval :FoodLog2014

    • Author(s)
      Kiyoharu Aizawa
    • Organizer
      APSIPA Annual Summit and Conference 2014
    • Place of Presentation
      Siem Reap, Cambodia
    • Year and Date
      2014-12-09 – 2014-12-12
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] マルチメディア食事記録ツールFoodLogとその展開2014

    • Author(s)
      相澤清晴
    • Organizer
      ViEW 2014 ビジョン技術の実利用ワークショップ
    • Place of Presentation
      パシフィコ横浜,横浜
    • Year and Date
      2014-12-04 – 2014-12-05
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 自己管理のためのマルチメディア食事記録ツール:FoodLog2014

    • Author(s)
      相澤清晴
    • Organizer
      電子情報通信学会 ソサイエティ大会
    • Place of Presentation
      徳島大学,徳島
    • Year and Date
      2014-09-23 – 2014-09-26
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 1単語要約による食事名の分類手法2014

    • Author(s)
      天野宗祐, 相澤清晴, 小川誠
    • Organizer
      電子情報通信学会 データ工学研究会
    • Place of Presentation
      国立情報学研究所, 東京
    • Year and Date
      2014-09-10 – 2014-09-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] スマートフォンのアプリケーションを利用した栄養教育の効果2014

    • Author(s)
      猿倉薫子, 高田和子, 相澤清晴, 小川誠, 笠松麻祐美, 瀧本秀美
    • Organizer
      日本栄養改善学会
    • Place of Presentation
      パシフィコ横浜,横浜
    • Year and Date
      2014-08-20 – 2014-08-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] FoodLogにおける食事記録で使用される単語の頻度統計2014

    • Author(s)
      天野宗佑, 相澤清晴, 小川誠
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      岡山コンベンションセンター, 岡山
    • Year and Date
      2014-07-29 – 2014-07-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] スマートフォンFoodLogのユーザビリティの評価について2014

    • Author(s)
      相澤清晴, 前田一樹, 小川 誠, 佐藤陽平, 笠松麻祐美
    • Organizer
      電子情報通信学会 ライフインテリジェンスとオフィス情報システム研究会
    • Place of Presentation
      石垣市健康福祉センタ(沖縄)
    • Related Report
      2013 Annual Research Report
  • [Presentation] FoodLog: Multimedia Food Recording Tool2013

    • Author(s)
      Kiyoharu Aizawa
    • Organizer
      International Conference on Artificial Reality and Telexistence (ICAT2013)
    • Place of Presentation
      科学未来館(東京)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] スマートフォン向けFoodLog2013

    • Author(s)
      相澤清晴,小川誠
    • Organizer
      電子情報通信学会 データ工学研究会
    • Place of Presentation
      国立情報研究所(東京)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 食のライフログの展開2013

    • Author(s)
      相澤清晴
    • Organizer
      電子情報通信学会 マルチメディア情報ハイディング・エンリッチメント研究会
    • Place of Presentation
      東海大学(熊本)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] マルチメディア食事ログ ver. 2.0

    • Author(s)
      相澤清晴
    • Organizer
      情報処理学会 連続セミナー 2013 ビッグデータの深化と真価 「ライフログとビッグデータ」
    • Place of Presentation
      化学会館(東京)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Book] Human-Harmonized Information Technology, Volume 1,pp.77-95, Editor Toyoaki Nishida, Springer, 20152015

    • Author(s)
      Kiyoharu Aizawa
    • Total Pages
      290
    • Publisher
      FoodLog: Multimedia Food Recording Tools for Diverse Applications
    • Related Report
      2015 Annual Research Report
  • [Remarks] FoodLog 写真で手軽に食事記録&カロリー管理

    • URL

      http://app.foodlog.jp/

    • Related Report
      2014 Annual Research Report

URL: 

Published: 2013-05-21   Modified: 2019-07-29  

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