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An Analysis on Locality of Relations Between Images and Visual Conceps by Mining of Large-Scale Geo-tagged Images

Research Project

Project/Area Number 24300036
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Media informatics/Database
Research InstitutionThe University of Electro-Communications

Principal Investigator

YANAI KEIJI  電気通信大学, 情報理工学(系)研究科, 教授 (20301179)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥17,290,000 (Direct Cost: ¥13,300,000、Indirect Cost: ¥3,990,000)
Fiscal Year 2015: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2014: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2013: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2012: ¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Keywords画像マイニング / 視覚概念分析 / 画像認識 / 位置情報 / 物体認識 / Web画像マイニング / 位置情報画像 / ジオタグ / Twitter画像 / ソーシャルメディア / 大規模データ処理
Outline of Final Research Achievements

In this project, we studied geotagged image mining which explored location dependency of visual concepts. We obtained the following results: (1) We developed method on location-dependency analysis of geotagged image data collected from social media such as Flickr and Twitter. (2) We proposed a method for location-dependent image ranking method, GeoVisualRank. (3) We made large-scale experiments with Flickr geotagged images data. (4) We collected a great many of geotagged photos from the Twitter stream for about five years, and made large-scale experiments with that data.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • Research Products

    (24 results)

All 2015 2014 2013 2012 Other

All Journal Article (9 results) (of which Peer Reviewed: 8 results,  Open Access: 1 results) Presentation (14 results) (of which Int'l Joint Research: 4 results,  Invited: 1 results) Remarks (1 results)

  • [Journal Article] [Invited Paper] A Review of Web Image Mining2015

    • Author(s)
      Yanai, K.
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 3 Issue: 3 Pages: 156-169

    • DOI

      10.3169/mta.3.156

    • NAID

      130005086731

    • ISSN
      2186-7364
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 既存カテゴリーの利用とクラウドソーシングによる食事画像データセットの自動拡張2015

    • Author(s)
      河野 憲之 and 柳井 啓司
    • Journal Title

      電子情報通信学会論文誌 D

      Volume: 4 Pages: 585-597

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Event Photo Mining from Twitter Using Keyword Bursts and Image Clustering2015

    • Author(s)
      Takamu Kaneko and Keiji Yanai
    • Journal Title

      Neurocomputing

      Volume: - Pages: 143-158

    • DOI

      10.1016/j.neucom.2015.02.081

    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] VisualTextualRank: An Extension of VisualRank to Large-Scale Video Shot Extraction Exploiting Tag Co-occurrence2015

    • Author(s)
      Do Hang Nga and Keiji Yanai
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E98.D Issue: 1 Pages: 166-172

    • DOI

      10.1587/transinf.2014EDP7106

    • NAID

      130004721745

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] FoodCam: A Real-time Food Recognition System on a Smartphone2014

    • Author(s)
      Yoshiyuki Kawano and Keiji Yanai
    • Journal Title

      Multimedia Tools and Applications

      Volume: - Issue: 14 Pages: 5263-5287

    • DOI

      10.1007/s11042-014-2000-8

    • Related Report
      2015 Annual Research Report 2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Automatic Extraction of Relevant Video Shots of Specific Actions Exploiting Web Data2014

    • Author(s)
      Do Hang Nga and Keiji Yanai
    • Journal Title

      Computer Vision and Image Understanding

      Volume: Vol. 118 Pages: 2-15

    • DOI

      10.1016/j.cviu.2013.03.009

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 道案内動画の作成のためのウェアラブルカメラ映像の自動要約2014

    • Author(s)
      岡本昌也,柳井啓司
    • Journal Title

      電子情報通信学会 論文誌D

      Volume: J97-D, No.8

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 複数品目が含まれる食事画像の認識における共起関係の利用2013

    • Author(s)
      松田裕司, 柳井啓司
    • Journal Title

      電子情報通信学会論文誌

      Volume: J95-D-8

    • NAID

      110009634944

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 候補領域推定に基づく複数品目食事画像認識2012

    • Author(s)
      松田裕司, 甫足創, 柳井啓司
    • Journal Title

      電子情報通信学会論文誌

      Volume: J95-D-8 Pages: 1554-1564

    • NAID

      110009489166

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] Twitter Event Photo Detection Using Geotagged Tweets and Non-geotagged Photo Tweets2015

    • Author(s)
      Takamu Kaneko, Nga Do Hang, Keiji Yanai
    • Organizer
      Pacific-Rim Conference on Multimedia (PCM)
    • Place of Presentation
      Gwanju, Korea
    • Year and Date
      2015-09-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CNN-Based Food Image Segmentation2015

    • Author(s)
      Wataru Shimoda and Keiji Yanai
    • Organizer
      International Workshop on Multimedia Assisted Dietary Management (MADIMA)
    • Place of Presentation
      Genova, Italy
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Food Image Recognition using Deep Convolutional Network with Pre-training and Fine-tuining2015

    • Author(s)
      Keiji Yanai, Yoshiyuki Kawano
    • Organizer
      ICME Workshop on Multimedia for Cooking and eating Activities (CEA)
    • Place of Presentation
      Trino, Italy
    • Year and Date
      2015-07-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Visual Analysis on Recognizability and Discriminability of Onomatopoeia Words with DCNN Features2015

    • Author(s)
      Wataru Shimoda, Keiji Yanai
    • Organizer
      IEEE International Conference on Multimedia and Expo (ICME)
    • Place of Presentation
      Torino, Italy
    • Year and Date
      2015-06-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Real-time Photo Mining from the Twitter Stream: Event Photo Discovery and Food Photo Detection2014

    • Author(s)
      Keiji Yanai, Takamu Kaneko and Yoshiyuki Kawano
    • Organizer
      IEEE International Symposium on Multimedia (ISM)
    • Place of Presentation
      Taichung, Taiwan
    • Year and Date
      2014-12-08 – 2014-12-10
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Real-time Food Image Mining and Analysis from the Twitter2014

    • Author(s)
      Keiji Yanai and Yoshiyuki Kawano
    • Organizer
      Pacific-Rim Conference on Multimedia (PCM)
    • Place of Presentation
      Kuching, Malaysia
    • Year and Date
      2014-12-01 – 2014-12-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Hand detection and tracking in videos for fine-grained action recognition2014

    • Author(s)
      Do Hang Nga and Keiji Yanai
    • Organizer
      ACCV Workshop on Human Gait and Action Analysis in the Wild: Challenges and Applications
    • Place of Presentation
      Singapore
    • Year and Date
      2014-11-01 – 2014-11-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] Visual Analysis of Tag Co-occurrence on Nouns and Adjectives2013

    • Author(s)
      Yuya Kohaya and Keiji Yanai
    • Organizer
      Multimedia Modelling Conference (MMM)
    • Place of Presentation
      Huangshan, China
    • Related Report
      2012 Annual Research Report
  • [Presentation] Visual Event Mining from Geo-Tweet Photos2013

    • Author(s)
      Takamu Kaneko and Keiji Yanai
    • Organizer
      IEEE ICME Workshop on Social Multimedia Research
    • Place of Presentation
      San Jose, USA(発表確定)
    • Related Report
      2012 Annual Research Report
  • [Presentation] World Seer : A Realtime Geo-Tweet Photo Mapping System2012

    • Author(s)
      Keiji Yanai
    • Organizer
      ACM International Conference on Multimedia Retrieval (ICMR)
    • Place of Presentation
      Hong Kong
    • Related Report
      2012 Annual Research Report
  • [Presentation] Automatic Collection of Web Video Shots Corresponding to Specific Actions using Web Images2012

    • Author(s)
      Do Hang Nga and Keiji Yanai
    • Organizer
      IEEE CVPR Workshop on Large-Scale Video Search and Mining
    • Place of Presentation
      Providence, USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Visualization of Real-World Events with IWeet Photos2012

    • Author(s)
      Yusuke Nakaji and Keiji Yanai
    • Organizer
      IEEE ICME Workshop on Social Media Computing
    • Place of Presentation
      Melbourn, Australia
    • Related Report
      2012 Annual Research Report
  • [Presentation] Twitter Visual Event Mining System

    • Author(s)
      Takamu Kaneko, Hiroyoshi Harada, Keiji Yanai
    • Organizer
      Proc. of International Conference on Multimedia and Expo
    • Place of Presentation
      San Jone, CA, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Spatio-Temporal Feature based on Triangulation of Dense SURF

    • Author(s)
      Do Hang Nga and Keiji Yanai
    • Organizer
      ICCV Workshop on Action Recognition with a Large Number of Classes
    • Place of Presentation
      Sydney, Australia
    • Related Report
      2013 Annual Research Report
  • [Remarks]

    • URL

      http://mm.cs.uec.ac.jp/

    • Related Report
      2012 Annual Research Report

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Published: 2012-04-24   Modified: 2019-07-29  

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