KR102436752B9 - Deep learning based smoke and fire detection method and apparatus - Google Patents

Deep learning based smoke and fire detection method and apparatus

Info

Publication number
KR102436752B9
KR102436752B9 KR1020200084580A KR20200084580A KR102436752B9 KR 102436752 B9 KR102436752 B9 KR 102436752B9 KR 1020200084580 A KR1020200084580 A KR 1020200084580A KR 20200084580 A KR20200084580 A KR 20200084580A KR 102436752 B9 KR102436752 B9 KR 102436752B9
Authority
KR
South Korea
Prior art keywords
detection method
deep learning
fire detection
learning based
based smoke
Prior art date
Application number
KR1020200084580A
Other languages
Korean (ko)
Other versions
KR20220006770A (en
KR102436752B1 (en
Inventor
백준기
박석목
김현우
Original Assignee
중앙대학교 산학협력단
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 중앙대학교 산학협력단 filed Critical 중앙대학교 산학협력단
Priority to KR1020200084580A priority Critical patent/KR102436752B1/en
Publication of KR20220006770A publication Critical patent/KR20220006770A/en
Application granted granted Critical
Publication of KR102436752B1 publication Critical patent/KR102436752B1/en
Publication of KR102436752B9 publication Critical patent/KR102436752B9/en

Links

Classifications

    • G—PHYSICS
    • G08—SIGNALLING
    • G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B17/00—Fire alarms; Alarms responsive to explosion
    • G08B17/12—Actuation by presence of radiation or particles, e.g. of infrared radiation or of ions
    • G08B17/125—Actuation by presence of radiation or particles, e.g. of infrared radiation or of ions by using a video camera to detect fire or smoke
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/20—Analysis of motion
    • G06T7/246—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments
    • G06T7/251—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments involving models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Computational Linguistics (AREA)
  • Computing Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Business, Economics & Management (AREA)
  • Emergency Management (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Fire-Detection Mechanisms (AREA)
  • Image Analysis (AREA)
KR1020200084580A 2020-07-09 2020-07-09 Deep learning based smoke and fire detection method and apparatus KR102436752B1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
KR1020200084580A KR102436752B1 (en) 2020-07-09 2020-07-09 Deep learning based smoke and fire detection method and apparatus

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020200084580A KR102436752B1 (en) 2020-07-09 2020-07-09 Deep learning based smoke and fire detection method and apparatus

Publications (3)

Publication Number Publication Date
KR20220006770A KR20220006770A (en) 2022-01-18
KR102436752B1 KR102436752B1 (en) 2022-08-25
KR102436752B9 true KR102436752B9 (en) 2022-12-05

Family

ID=80051994

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020200084580A KR102436752B1 (en) 2020-07-09 2020-07-09 Deep learning based smoke and fire detection method and apparatus

Country Status (1)

Country Link
KR (1) KR102436752B1 (en)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20230161694A (en) 2022-05-19 2023-11-28 한화오션 주식회사 System and method for generating fire data based on deep learning, and computer-readable recording including the same
KR102643347B1 (en) * 2023-05-19 2024-03-05 주식회사 투윈스컴 The fire detection system based on Artificial intelligence and fire detection method that detect flames, smoke, and temperature
CN117496218B (en) * 2023-10-07 2024-05-07 广州市平可捷信息科技有限公司 Smoke detection method and system based on image recognition

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR100858140B1 (en) * 2007-02-20 2008-09-10 (주)에이치엠씨 Method and system for detecting a fire by image processing
KR101300130B1 (en) * 2012-02-07 2013-08-26 홍익대학교 산학협력단 System and method for detecting smoke using surveillance camera
KR101760325B1 (en) * 2016-04-18 2017-07-21 조선대학교산학협력단 Flame detection method using directional information
JP7143174B2 (en) * 2018-10-03 2022-09-28 ホーチキ株式会社 Smoke detection device and smoke identification method

Also Published As

Publication number Publication date
KR20220006770A (en) 2022-01-18
KR102436752B1 (en) 2022-08-25

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G170 Re-publication after modification of scope of protection [patent]