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Intelligent Security Camera System for Automated Detection of Climinal Scenes

Research Project

Project/Area Number 26350454
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionUniversity of the Ryukyus

Principal Investigator

NAGAYAMA Itaru  琉球大学, 工学部, 准教授 (80274885)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords防犯カメラ / 安全工学 / 機械学習 / 画像処理 / 人工知能 / 社会システム / 挙動解析 / ひったくり / 社会安全 / 行動解析 / 数理モデル / 犯罪行動モデル / 社会安全システム / 画像情報処理 / 自動検知
Outline of Final Research Achievements

In this research, we focused on an intelligent security camera system for automated detection of snatching incident. Also, BSAM(Basic Snatching Action Model) is presented to give a definition of the snatching incident. The localization of moving objects in a video stream and human behavior estimation are key techniques for the developed system. Some motion characteristics are determined from video streams, and using machine learning systems, the system automatically classifies the situation of the video streams into criminal or non-criminal scenes. After constructing the classifier system, we use test sequences that are continuous video streams of human behavior consisting of several actions in succession. We consider four types of scenarios for the experiments of the snatching incident. The experimental results show that the system can effectively detect criminal scenes at high accuracy. These results are published as some peer-reviewed papers.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (11 results)

All 2016 2015 2014

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 6 results,  Open Access: 1 results) Presentation (5 results)

  • [Journal Article] Study on Smart Security Cameras for Automated Detection of Snatching Incidents in Crowds using AI Systems2016

    • Author(s)
      長山格、宮原彬、島袋航一
    • Journal Title

      IEEJ Transactions on Industry Applications

      Volume: 136 Issue: 10 Pages: 711-718

    • DOI

      10.1541/ieejias.136.711

    • NAID

      130005598419

    • ISSN
      0913-6339, 1348-8163
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Study on Intelligent Security Camera Systems for the Automated Detection of Nighttime Snatching Incidents using Deep Neural Networks2016

    • Author(s)
      長山格、宮原彬、島袋航一
    • Journal Title

      IEEJ Transactions on Industry Applications

      Volume: 136 Issue: 10 Pages: 727-734

    • DOI

      10.1541/ieejias.136.727

    • NAID

      130005598421

    • ISSN
      0913-6339, 1348-8163
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Automated Video Surveillance for Snatching Detection using Majority Rule Network and Gabor Features2016

    • Author(s)
      長山格、島袋航一、宮原彬
    • Journal Title

      IEEJ Transactions on Industry Applications

      Volume: 136 Issue: 10 Pages: 735-743

    • DOI

      10.1541/ieejias.136.735

    • NAID

      130005598420

    • ISSN
      0913-6339, 1348-8163
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Development of a 3D Viewpoint Recognition System Using a Neural Network for Autonomous Flying Drones2016

    • Author(s)
      新垣順也、石川仁史、長山格
    • Journal Title

      IEEJ Transactions on Industry Applications

      Volume: 136 Issue: 10 Pages: 719-726

    • DOI

      10.1541/ieejias.136.719

    • NAID

      130005598418

    • ISSN
      0913-6339, 1348-8163
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Study on Intelligent Security Camera for Automated Detection of Snatching Incident by Using Machine Learning System2016

    • Author(s)
      長山 格
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 3 Pages: 253-261

    • DOI

      10.1541/ieejeiss.136.253

    • NAID

      130005132273

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Automated Video Surveillance System for Snatching Detection Using Heuristic Analysis of Moving Objects2015

    • Author(s)
      知名隆弘,宮原 彬,長山 格
    • Journal Title

      IEEJ Transactions on Industry Applications

      Volume: 135 Issue: 2 Pages: 99-106

    • DOI

      10.1541/ieejias.135.99

    • NAID

      130004876871

    • ISSN
      0913-6339, 1348-8163
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 決定木推論と運動解析による知的防犯カメラの研究2015

    • Author(s)
      崎浜翔,嘉数直紘,島袋航一,長山 格
    • Organizer
      電気学会九州支部沖縄支所講演会
    • Place of Presentation
      沖縄県西原町琉球大学工学部
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
  • [Presentation] 学習型AIと位置推定による次世代型知的防犯カメラシステムの研究2015

    • Author(s)
      国場幸祥,崎浜翔,長山 格
    • Organizer
      電気学会 次世代産業システム研究会
    • Place of Presentation
      沖縄県名護市沖縄高専
    • Year and Date
      2015-09-17
    • Related Report
      2015 Research-status Report
  • [Presentation] 知的情報処理によるひったくり自動検知型次世代防犯カメラシステムの研究2015

    • Author(s)
      島袋航一・崎浜翔・長山 格
    • Organizer
      電気学会・次世代産業システム研究会
    • Place of Presentation
      沖縄総合事務局(那覇市)
    • Year and Date
      2015-03-05
    • Related Report
      2014 Research-status Report
  • [Presentation] 高感度映像解析によるインテリジェント防犯カメラの研究2014

    • Author(s)
      比嘉岬・島袋航一・崎浜翔・長山 格
    • Organizer
      電気学会・情報システム研究会
    • Place of Presentation
      琉球大学
    • Year and Date
      2014-09-25 – 2014-09-26
    • Related Report
      2014 Research-status Report
  • [Presentation] 犯罪状況の発生を自動検知する知的防犯カメラの研究開発2014

    • Author(s)
      島袋航一・崎浜 翔・與儀憲吾・長山 格
    • Organizer
      第13回情報科学技術フォーラム(FIT2014)
    • Place of Presentation
      筑波大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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