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Learning and Recognizing Behavioral Patterns based on Comprehensive Movement of People

Research Project

Project/Area Number 24700195
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionOsaka Prefecture University

Principal Investigator

AOKI Shigeki  大阪府立大学, 現代システム科学域, 准教授 (90390541)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords大まかな動き / 行動パターン / 非日常状態検出 / 監視カメラ / パターン認識 / 大まかな流れ / 監視システム / おおまかな流れ
Outline of Final Research Achievements

Recently, automatic video surveillance systems have become an active area of research. There are detecting irregular behavior based on a set of given irregular behavior models, and detecting rare behavior as irregular in existing methods. However, since these methods use specific features to each environment, it is not possible to apply learning result in the environment to other similar environment without relearning behavioral patterns.
We propose a novel method to detect irregular situations in similar multiple environments. So our method uses common features in some environment, the existing problem of relearning behavioral patterns is resolved.

Report

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

    (10 results)

All 2016 2015 2013 2012 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (7 results) (of which Int'l Joint Research: 1 results) Remarks (1 results)

  • [Journal Article] 多数の人物の大局的な行動パターンに注目した異常検出2013

    • Author(s)
      宜保 達哉,葛本 衣里,青木 茂樹,宮本 貴朗,吉岡 理文
    • Journal Title

      電子情報通信学会論文誌(D)

      Volume: vol.J96-D, no.11 Pages: 2765-2775

    • NAID

      110009661667

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of Intelligent Surveillance System Focused on Comprehensive Flow2013

    • Author(s)
      Shigeki Aoki, Tatsuya Gibo, Eri Kuzumoto and Takao Miyamoto
    • Journal Title

      International Journal of Advanced Computer and Applications

      Volume: vol.4, no.12 Pages: 188-192

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 類似する複数の環境における人物の大局的な動きに基づく行動パターンの学習・認識2016

    • Author(s)
      岩渕 弘晃,青木 茂樹,宮本 貴朗
    • Organizer
      電子情報通信学会パターン認識メディア理解研究会
    • Place of Presentation
      九州工業大学情報工学部(福岡県飯塚市)
    • Year and Date
      2016-02-21
    • Related Report
      2015 Annual Research Report
  • [Presentation] Learning and recognizing behavior patterns based on comprehensive movement of people in surveillance images2015

    • Author(s)
      Hiroaki IWABUCHI, Shigeki AOKI and Takao MIYAMOTO
    • Organizer
      The 11th International Conference on Knowledge Management
    • Place of Presentation
      大阪府立大学I-Siteなんば(大阪府大阪市)
    • Year and Date
      2015-11-04
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人物の大局的な動きに基づく非日常的行動パターンの検出2015

    • Author(s)
      西村 築,青木 茂樹,宮本 貴朗
    • Organizer
      電子情報通信学会 パターン認識メディア理解研究会
    • Place of Presentation
      東北大学
    • Year and Date
      2015-02-19 – 2015-02-20
    • Related Report
      2014 Research-status Report
  • [Presentation] Learning and recognizing behavior patterns based on the distribution of the direction of movement2013

    • Author(s)
      Kizuku Nishimura, Shigeki Aoki and Takao Miyamoto
    • Organizer
      The Second Asian Conference on Information Systems
    • Place of Presentation
      Phuket, Thailand
    • Related Report
      2013 Research-status Report
  • [Presentation] 大局的な行動パターンに注目した異常検出2012

    • Author(s)
      宜保 達哉,葛本 衣里,青木 茂樹,宮本 貴朗,岩田 基,汐崎 陽,
    • Organizer
      画像の認識・理解シンポジウム(MIRU2012)
    • Place of Presentation
      福岡国際会議場
    • Related Report
      2012 Research-status Report
  • [Presentation] Detection of Abnormal Situations Based on Comprehensive Flows2012

    • Author(s)
      Tatsuya Gibo, Eri Kuzumoto, Shigeki Aoki, Takao Miyamoto, and Michifumi Yoshioka
    • Organizer
      The First Asian Conference on Information Systems(ACIS2012)
    • Place of Presentation
      Sokha Angkor Resort, Cambodia
    • Related Report
      2012 Research-status Report
  • [Presentation] Automatic Extraction of Videos of Interest and Regions of Interest from Images of Surveillance2012

    • Author(s)
      Tatsuya Gibo, Eri Kuzumoto, Shigeki Aoki, Takao Miyamoto, and Michifumi Yoshioka
    • Organizer
      The First Asian Conference on Information Systems(ACIS2012)
    • Place of Presentation
      Sokha Angkor Resort, Cambodia
    • Related Report
      2012 Research-status Report
  • [Remarks] 大阪府立大学 学術研究院 第3学系群 電気情報系 青木茂樹 のWebページ

    • URL

      http://www.kis.osakafu-u.ac.jp/~aoki/

    • Related Report
      2015 Annual Research Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

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