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Video Retrieval System based on Machine Learning

Research Project

Project/Area Number 23300038
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Media informatics/Database
Research InstitutionKobe University

Principal Investigator

UEHARA Kuniaki  神戸大学, システム情報学研究科, 教授 (60160206)

Co-Investigator(Kenkyū-buntansha) SHIRAHAMA Kimiaki  日本学術振興会, 海外特別研究員 (30467675)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥20,280,000 (Direct Cost: ¥15,600,000、Indirect Cost: ¥4,680,000)
Fiscal Year 2013: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000)
Fiscal Year 2012: ¥6,890,000 (Direct Cost: ¥5,300,000、Indirect Cost: ¥1,590,000)
Fiscal Year 2011: ¥7,540,000 (Direct Cost: ¥5,800,000、Indirect Cost: ¥1,740,000)
Keywordsマルチメディア / 機械学習 / 映像データ / 映像検索 / 部分教師つき学習 / ラフ集合理論 / バギング / ランダムサブペース / MapReduce / TRECVID / ランダムサブスペース
Research Abstract

Query-By-Example (QBE) can be considered as a machine learning problem. Here, given videos for a query, a classifier is built to discriminate between relevant and irrelevant videos based on features like color, edge and motion. This research has explored QBE from the perspectives of machine learning, such as training examples, features, learning algorithms and data size. As a result, we have developed a fast and accurate method which can retrieve videos relevant to a query from a large amount video data. Furthermore, by applying the developed method to object recognition, we have achieved the highest performance at TRECVID 2012 that is a NIST-sponsored annual worldwide competition on video analysis.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (30 results)

All 2014 2013 2012 2011 Other

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (18 results) Remarks (7 results)

  • [Journal Article] Hybrid Negative Example Selection Using Visual and Conceptual Features2014

    • Author(s)
      Kimiaki Shirahama, Yuta Matsuoka and Kuniaki Uehara
    • Journal Title

      Multimedia Tools and Applications

      Volume: 71 Issue: 3 Pages: 967-989

    • DOI

      10.1007/s11042-011-0886-y

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fast and Exact Processing of Large-scale Video Data Based on Matrix Operation2013

    • Author(s)
      白浜公章, 上原邦昭
    • Journal Title

      The Journal of The Institute of Image Information and Television Engineers

      Volume: 67 Issue: 7 Pages: J241-J251

    • DOI

      10.3169/itej.67.J241

    • NAID

      130003369092

    • ISSN
      1342-6907, 1881-6908
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Query by Example by Extracting Inductive Query Definitions Using Rough Set Theory2012

    • Author(s)
      白浜公章, 松岡悠太, 上原邦昭
    • Journal Title

      The Journal of The Institute of Image Information and Television Engineers

      Volume: 66 Issue: 5 Pages: J124-J135

    • DOI

      10.3169/itej.66.J124

    • NAID

      130002111210

    • ISSN
      1342-6907, 1881-6908
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Constructing and Utilizing Video Ontology for Accurate and Fast Retrieval2011

    • Author(s)
      Kimiaki Shirahama and Kuniaki Uehara
    • Journal Title

      International Journal of Multimedia Data Engineering and Management (IJMDEM)

      Volume: Vol. 2, No. 4 Issue: 4 Pages: 59-75

    • DOI

      10.4018/jmdem.2011100104

    • Related Report
      2013 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Event Retrieval in Video Archives Using Rough Set Theory and Partially Supervised Learning2011

    • Author(s)
      Kimiaki Shirahama, Yuta Matsuoka and Kuniaki Uehara
    • Journal Title

      Multimedia Tools and Applications

      Volume: Vol. 57, No. 1 Issue: 1 Pages: 145-173

    • DOI

      10.1007/s11042-011-0727-z

    • Related Report
      2013 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] University of Siegen, Kobe University, and Muroran Institute of Technology at TRECVID 2013 Multimedia Event Detection2013

    • Author(s)
      Kimiaki Shirahama, Chen Li, Marcin Grzegorzek, Kuniaki Uehara
    • Organizer
      TREC Video Retrieval Evaluation (TRECVID) 2013 Workshop
    • Place of Presentation
      Maryland, US
    • Year and Date
      2013-11-21
    • Related Report
      2013 Final Research Report
  • [Presentation] Video Retrieval by Learning Uncertainties in Concept Detection from Imbalanced Annotation Data2013

    • Author(s)
      Kimiaki Shirahama, Kenji Kumabuchi and Kuniaki Uehara
    • Organizer
      The Fifth International Conferences on Advances in Multimedia(MMEDIA 2013)
    • Place of Presentation
      Venice, Italy
    • Year and Date
      2013-04-22
    • Related Report
      2013 Final Research Report
  • [Presentation] Kobe University and Muroran Institute of Technology at TRECVID 2012 Semantic Indexing Task2012

    • Author(s)
      Kimiaki Shirahama and Kuniaki Uehara
    • Organizer
      TREC Video Retrieval Evaluation (TRECVID) 2012 Workshop
    • Place of Presentation
      Maryland, US
    • Year and Date
      2012-11-26
    • Related Report
      2013 Final Research Report
  • [Presentation] Examining the Applicability of Virtual Reality Technique for Video Retrieval2012

    • Author(s)
      Kimiaki Shirahama, Kuniaki Uehara and Marcin Grzegorzek
    • Organizer
      The 10th Workshop on Content-Based Multimedia Indexing (CBMI 2012)
    • Place of Presentation
      Annecy France
    • Year and Date
      2012-06-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Kobe University at TRECVID 2011 Semantic Indexing and Multimedia Event Detection2011

    • Author(s)
      Kimiaki Shirahama, Lin Yanpeng and Kuniaki Uehara
    • Organizer
      TREC Video Retrieval Evaluation (TRECVID) 2011 Workshop
    • Place of Presentation
      Maryland, US
    • Year and Date
      2011-12-06
    • Related Report
      2013 Final Research Report
  • [Presentation] Kobe University at TRECVID 2011 Semantic Indexing and Multimedia Event Detection2011

    • Author(s)
      Kimiaki Shirahama, Lin Yanpeng, Kuniaki Uehara
    • Organizer
      TREC Video Retrieval Evaluation (TRECVID) 2011 Workshop
    • Place of Presentation
      Gaithersburg, Maryland, USA
    • Year and Date
      2011-12-06
    • Related Report
      2011 Annual Research Report
  • [Presentation] Utilizing Video Ontology for Fast and Accurate Query-by-Example Retrieval2011

    • Author(s)
      Kimiaki Shirahama and Kuniaki Uehara
    • Organizer
      The IEEE International Workshop on Semantic Multimedia in conjunction with the Fifth IEEE International Conference on Semantic Computing
    • Place of Presentation
      California, US
    • Year and Date
      2011-09-21
    • Related Report
      2013 Final Research Report
  • [Presentation] Utilizing Video Ontology for Fast and Accurate Query-by-Example Retrieval2011

    • Author(s)
      Kimiaki Shirahama, Kuniaki Uehara
    • Organizer
      IEEE International Workshop on Semantic Multimedia in conjunction with 5th IEEE International Conference on Semantic Computing (ICSC-SMM 2011)
    • Place of Presentation
      Stanford University, Palo Alto, CA, USA
    • Year and Date
      2011-09-21
    • Related Report
      2011 Annual Research Report
  • [Presentation] Effectiveness of Video Ontology in Query by Example Approach2011

    • Author(s)
      Kimiaki Shirahama and Kuniaki Uehara
    • Organizer
      The Seventh International Conference on Active Media Technology (AMT 2011)
    • Place of Presentation
      Lanzhou, China
    • Year and Date
      2011-09-07
    • Related Report
      2013 Final Research Report
  • [Presentation] Effectiveness of Video Ontology in Query by Example Approach2011

    • Author(s)
      Kimiaki Shirahama, Kuniaki Uehara
    • Organizer
      2011 International Conference on Active Media Technology (AMT 2011)
    • Place of Presentation
      Lanzhou, China
    • Year and Date
      2011-09-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] Video Retrieval by Managing Uncertainty in Concept Detection using Dempster-Shafer Theory2011

    • Author(s)
      Kimiaki Shirahama, Kenji Kumabuchi and Kuniaki Uehara
    • Organizer
      The Fourth International Conferences on Advances in Multimedia (MMEDIA 2012)
    • Place of Presentation
      Chamonix/Mont Blanc, France
    • Year and Date
      2011-05-01
    • Related Report
      2013 Final Research Report
  • [Presentation] Video Retrieval by Learning Uncertainties in Concept Detection from Imbalanced Annotation Data

    • Author(s)
      Kimiaki Shirahama, Kenji Kumabuchi and Kuniaki Uehara
    • Organizer
      The 5th International Conferences on Advances in Multimedia
    • Place of Presentation
      Venice, Italy
    • Related Report
      2013 Annual Research Report
  • [Presentation] University of Siegen, Kobe University, and Muroran Institute of Technology at TRECVID 2013 Multimedia Event Detection

    • Author(s)
      Kimiaki Shirahama, Chen Li, Marcin Grzegorzek, Kuniaki Uehara
    • Organizer
      TREC Video Retrieval Evaluation (TRECVID) 2013 Workshop
    • Place of Presentation
      Gaithersburg, Maryland, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] 弱教師あり学習による効率的な注目領域の検出と映像分類への応用

    • Author(s)
      松村憲,白浜公章,上原邦昭
    • Organizer
      映像情報メディア学会 メディア工学研究会
    • Place of Presentation
      北海道大学(北海道)
    • Related Report
      2012 Annual Research Report
  • [Presentation] 能動学習とタグ推薦を用いたオンライン映像アノテーションゲーム

    • Author(s)
      渡邊結衣,白浜公章,上原邦昭
    • Organizer
      電子情報通信学会 データ工学研究会
    • Place of Presentation
      キャンパスプラザ京都(京都府)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Kobe University and Muroran Institute of Technology at TRECVID 2012 Semantic Indexing Task

    • Author(s)
      Kimiaki Shirahama and Kuniaki Uehara
    • Organizer
      TREC Video Retrieval Evaluation (TRECVID) 2012 Workshop
    • Place of Presentation
      NIST, Gaithersburg, Maryland, USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Examining the Applicability of Virtual Reality Technique for Video Retrieval

    • Author(s)
      Kimiaki Shirahama, Kuniaki Uehara and Marcin Grzegorzek
    • Organizer
      The 10th Workshop on Content-Based Multimedia Indexing (CBMI 2012)
    • Place of Presentation
      Annecy, France
    • Related Report
      2012 Annual Research Report
  • [Presentation] Video Retrieval by Managing Uncertainty in Concept Detection using Dempster–Shafer Theory

    • Author(s)
      Kimiaki Shirahama, Kenji Kumabuchi and Kuniaki Uehara
    • Organizer
      The Fourth International Conferences on Advances in Multimedia (MMEDIA 2012)
    • Place of Presentation
      Chamonix/Mont Blanc, France
    • Related Report
      2012 Annual Research Report
  • [Remarks] TRECVID2012で開発した物体認識手法の詳細は, 以下のNISTサイトで公開されている.

    • Related Report
      2013 Final Research Report
  • [Remarks] 意味イ ンデキシング部門の概要, 及び各研究機関で開発さ れた手法の順位

    • URL

      http://www-nlpir.nist.gov/projects/tvpubs/tv12.slides/tv12.sin.slides.pdf

    • Related Report
      2013 Final Research Report
  • [Remarks] 開発した物体認識手法に関する論文

    • URL

      http://www-nlpir.nist.gov/projects/tvpubs/tv12.papers/kobe-muroran.pdf

    • Related Report
      2013 Final Research Report
  • [Remarks] 開発した物体認識手法に関する講演資料

    • URL

      http://www-nlpir.nist.gov/projects/tvpubs/tv12.slides/tv12.kobe-muroran.sin.slides.pdf

    • Related Report
      2013 Final Research Report
  • [Remarks] (意味インデキシング部門の概要,及び各研究機関で開発された手法の順位)

    • URL

      http://www-nlpir.nist.gov/projects/tvpubs/tv12.slides/tv12.sin.slides.pdf

    • Related Report
      2012 Annual Research Report
  • [Remarks] (開発した物体認識手法に関する論文)

    • URL

      http://www-nlpir.nist.gov/projects/tvpubs/tv12.papers/kobe-muroran.pdf

    • Related Report
      2012 Annual Research Report
  • [Remarks] (開発した物体認識手法に関する講演資料)

    • URL

      http://www-nlpir.nist.gov/projects/tvpubs/tv12.slides/tv12.kobe-muroran.sin.slides.pdf

    • Related Report
      2012 Annual Research Report

URL: 

Published: 2011-04-06   Modified: 2019-07-29  

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