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Joint Optimization of Object Region Localization and Recognition/Detection Model Learning

Research Project

Project/Area Number 23650093
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionNational Institute of Informatics

Principal Investigator

SATOH Shin'ichi  国立情報学研究所, コンテンツ科学研究系, 教授 (90249938)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords一般画像認識 / 体領域検出 / 物体領域検出
Research Abstract

We addressed a method to locate target objects and to learn object recognition and detection models simultaneously from given large collection of images with labels of target objects. The method does not require bounding rectangles or object regions of training images but just object labels, which are easily prepared by manual annotation, or easily obtained from Flickr or closed captioned videos. Object region localization functionality enables image synthesis and more precise object recognition and detection

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (16 results)

All 2014 2013 2012 2011 Other

All Journal Article (9 results) (of which Peer Reviewed: 6 results) Presentation (5 results) Book (1 results) Remarks (1 results)

  • [Journal Article] 画像・映像意味解析技術の過去、現在と今後の可能性2013

    • Author(s)
      佐藤 真一
    • Journal Title

      電子情報通信学会誌

      Volume: Vol.96, No.1 Pages: 58-59

    • NAID

      110009586270

    • Related Report
      2012 Final Research Report
  • [Journal Article] ``画像・映像意味解析技術の過去、現在と今後の可能性2013

    • Author(s)
      佐藤 真一
    • Journal Title

      電子情報通信学会誌

      Volume: Vol.96, No.1 Pages: 58-59

    • NAID

      110009586270

    • Related Report
      2012 Final Research Report
  • [Journal Article] Ultrahigh-Speed TV Commercial Detection, Extraction, and Matching2013

    • Author(s)
      Xiaomeng Wu
    • Journal Title

      IEEE Trans. on Circuits and Systems for Video Technology

      Volume: 未定 Issue: 6 Pages: 1054-1069

    • DOI

      10.1109/tcsvt.2013.2248991

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] マルチメディア内容解析技術による放送映像アーカイブの構造化2012

    • Author(s)
      佐藤 真一
    • Journal Title

      電子情報通信学会誌

      Volume: Vol.95, No.1 Pages: 68-73

    • NAID

      110008898152

    • Related Report
      2012 Final Research Report 2011 Research-status Report
  • [Journal Article] Structured learning of local features for human action classification and localization2012

    • Author(s)
      Tuan Hue Thi
    • Journal Title

      Image and Vision Computing

      Volume: Vol.30, No.1 Pages: 1-14

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Automated Real-Time Video Surveillance Summarization Framework2012

    • Author(s)
      Nagul Cooharojananone
    • Journal Title

      Journal of Real-Time Image Processing

      Volume: - Issue: 3 Pages: 1-20

    • DOI

      10.1007/s11554-012-0280-7

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Simple Low-Dimensional Features Approximating NCC-based Image Matching2011

    • Author(s)
      Shin'ichi Satoh
    • Journal Title

      Pattern Recognition Letters

      Volume: 32 Issue: 14 Pages: 1902-1911

    • DOI

      10.1016/j.patrec.2011.07.027

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Human Gesture Eecognition System for TV Viewing using Time-of-Flight Camera2011

    • Author(s)
      Masaki Takahashi, Mahito Fujii, Masahide Naemura, Shin'ichi Satoh
    • Journal Title

      Multimedia Tools and Applications

      Volume: 2011 Issue: 3 Pages: 1-23

    • DOI

      10.1007/s11042-011-0870-6

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Integrating Local Action Elements for Action Analysis2011

    • Author(s)
      Tuan Hue Thi, Li Cheng, Jian Zhang, Li Wang, and Shinichi Satoh
    • Journal Title

      Computer Vision and Image Understanding

      Volume: 116 Pages: 378-395

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Improving Image Categorization by Using Multiple Instance Learning with Spatial2014

    • Author(s)
      Thanh Duc Ngo, Duy-Dinh Le, and Shin'ichi Satoh
    • Organizer
      International Conference on Image Analysis and Processing (ICIAP 2011)
    • Place of Presentation
      Ravenna, Italy
    • Related Report
      2012 Final Research Report
  • [Presentation] Auto Face Re-Ranking By Mining the Web and Video Archives2012

    • Author(s)
      Duy-Dinh Le
    • Organizer
      Proc. of Computer Vision and Pattern Recognition (CVPR)
    • Place of Presentation
      Rhode Island Convention Center (ロードアイランド、米国)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Large Vocabulary Quantization for Searching Instances from Videos2012

    • Author(s)
      Cai-Zhi Zhu
    • Organizer
      Proc. of International Conference on Multimedia Retrieval (ICMR2012)
    • Place of Presentation
      Kowloon Shangri-La Hotel (香港、中国)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Historical Review of Visual Media Recognition Technologies2012

    • Author(s)
      Shin'ichi Satoh
    • Organizer
      Digital Media Analysis, Search and Management DMASM 2011 International Workshop(招待講演)
    • Place of Presentation
      San Diego, USA
    • Related Report
      2011 Research-status Report
  • [Presentation] Boosting global scene classification accuracy by discriminative region localization2011

    • Author(s)
      Thanh Duc Ngo, Duy-Dinh Le, and Shin'ichi Satoh
    • Organizer
      International Conference on Image Processing (ICIP2011)
    • Place of Presentation
      Brussels, Belgium
    • Year and Date
      2011-09-12
    • Related Report
      2012 Final Research Report
  • [Book] Taylor & Francis Group2012

    • Author(s)
      Xiaomeng Wu, Sebastien Poullot, and Shin'ichi Satoh
    • Total Pages
      423
    • Publisher
      Multimedia Duplicate Mining toward Knowledge Discovery,' in Frank Y. Shih ed., ``Multimedia Security: Watermarking, Steganography, and Forensics,''
    • Related Report
      2012 Final Research Report
  • [Remarks] 佐藤真一, ``マルチメディア解析・検索研 究のための大規模コーパスの動向,'' 画 像ラボ, Vol.22, No.6, pp.19-26, 2011.

    • Related Report
      2012 Final Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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