KR102309111B9 - Ststem and method for detecting abnomalous behavior based deep learning - Google Patents

Ststem and method for detecting abnomalous behavior based deep learning

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Publication number
KR102309111B9
KR102309111B9 KR1020200162900A KR20200162900A KR102309111B9 KR 102309111 B9 KR102309111 B9 KR 102309111B9 KR 1020200162900 A KR1020200162900 A KR 1020200162900A KR 20200162900 A KR20200162900 A KR 20200162900A KR 102309111 B9 KR102309111 B9 KR 102309111B9
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KR
South Korea
Prior art keywords
abnomalous
ststem
detecting
deep learning
behavior based
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Application number
KR1020200162900A
Other languages
Korean (ko)
Other versions
KR102309111B1 (en
Inventor
조영임
오강환
만교월
Original Assignee
가천대학교 산학협력단
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Priority to KR1020200162900A priority Critical patent/KR102309111B1/en
Application granted granted Critical
Publication of KR102309111B1 publication Critical patent/KR102309111B1/en
Priority to PCT/KR2021/017282 priority patent/WO2022114731A1/en
Publication of KR102309111B9 publication Critical patent/KR102309111B9/en

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Image Analysis (AREA)
KR1020200162900A 2020-11-27 2020-11-27 Ststem and method for detecting abnomalous behavior based deep learning KR102309111B1 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
KR1020200162900A KR102309111B1 (en) 2020-11-27 2020-11-27 Ststem and method for detecting abnomalous behavior based deep learning
PCT/KR2021/017282 WO2022114731A1 (en) 2020-11-27 2021-11-23 Deep learning-based abnormal behavior detection system and detection method for detecting and recognizing abnormal behavior

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020200162900A KR102309111B1 (en) 2020-11-27 2020-11-27 Ststem and method for detecting abnomalous behavior based deep learning

Publications (2)

Publication Number Publication Date
KR102309111B1 KR102309111B1 (en) 2021-10-06
KR102309111B9 true KR102309111B9 (en) 2022-04-11

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KR (1) KR102309111B1 (en)
WO (1) WO2022114731A1 (en)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102309111B1 (en) * 2020-11-27 2021-10-06 가천대학교 산학협력단 Ststem and method for detecting abnomalous behavior based deep learning
KR102438189B1 (en) 2021-06-14 2022-08-30 주식회사 마키나락스 Method and apparatus for detecting anomaly data
KR102647139B1 (en) * 2021-11-03 2024-03-13 국민대학교산학협력단 Apparatus and method for detecting abnormal behavior through deep learning-based image analysis
CN116110006B (en) * 2023-04-13 2023-06-20 武汉商学院 Scenic spot tourist abnormal behavior identification method for intelligent tourism system

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20140076815A (en) * 2012-12-13 2014-06-23 한국전자통신연구원 Apparatus and method for detecting an abnormal motion based on pixel of images
KR101472674B1 (en) 2013-05-07 2014-12-15 성균관대학교산학협력단 Method and apparatus for video surveillance based on detecting abnormal behavior using extraction of trajectories from crowd in images
KR20150065370A (en) * 2013-12-05 2015-06-15 한국전자통신연구원 Apparatus and method for recognizing human actions
KR101807513B1 (en) * 2015-05-13 2017-12-12 한국전자통신연구원 The analysis apparatus and method of user intention using video information in three dimensional space
KR101695127B1 (en) * 2016-03-10 2017-01-10 (주)디지탈라인 Group action analysis method by image
KR101842488B1 (en) * 2017-07-11 2018-03-27 한국비전기술주식회사 Smart monitoring system applied with patten recognition technic based on detection and tracking of long distance-moving object
KR102440385B1 (en) * 2017-11-28 2022-09-05 영남대학교 산학협력단 Method and apparatus of recognizing motion pattern base on combination of multi-model
KR102309111B1 (en) * 2020-11-27 2021-10-06 가천대학교 산학협력단 Ststem and method for detecting abnomalous behavior based deep learning

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WO2022114731A1 (en) 2022-06-02
KR102309111B1 (en) 2021-10-06

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