CN104346618A - 用于从图像检测烟雾的方法和设备 - Google Patents
用于从图像检测烟雾的方法和设备 Download PDFInfo
- Publication number
- CN104346618A CN104346618A CN201410350222.6A CN201410350222A CN104346618A CN 104346618 A CN104346618 A CN 104346618A CN 201410350222 A CN201410350222 A CN 201410350222A CN 104346618 A CN104346618 A CN 104346618A
- Authority
- CN
- China
- Prior art keywords
- feature
- input picture
- image
- object described
- fire detection
- Prior art date
- Legal status (The legal status 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 status listed.)
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- 238000000034 method Methods 0.000 title claims abstract description 32
- 239000000779 smoke Substances 0.000 title 1
- 238000010801 machine learning Methods 0.000 claims abstract description 15
- 238000012706 support-vector machine Methods 0.000 claims abstract description 11
- 238000001514 detection method Methods 0.000 claims description 37
- 238000000605 extraction Methods 0.000 claims description 30
- 238000013507 mapping Methods 0.000 claims description 11
- 238000006243 chemical reaction Methods 0.000 claims description 8
- 239000000284 extract Substances 0.000 claims description 6
- 230000008859 change Effects 0.000 description 4
- 230000006870 function Effects 0.000 description 3
- 238000013500 data storage Methods 0.000 description 2
- 238000013461 design Methods 0.000 description 2
- 238000012544 monitoring process Methods 0.000 description 2
- 230000004069 differentiation Effects 0.000 description 1
- 230000005012 migration Effects 0.000 description 1
- 238000013508 migration Methods 0.000 description 1
- 230000006855 networking Effects 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 230000008569 process Effects 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 230000002123 temporal effect Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B17/00—Fire alarms; Alarms responsive to explosion
-
- 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
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
-
- 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
- G06V10/50—Extraction of image or video features by performing operations within image blocks; by using histograms, e.g. histogram of oriented gradients [HoG]; by summing image-intensity values; Projection analysis
-
- 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
- G06V10/56—Extraction of image or video features relating to colour
-
- 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
- G06V10/60—Extraction of image or video features relating to illumination properties, e.g. using a reflectance or lighting model
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/50—Context or environment of the image
- G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10016—Video; Image sequence
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Multimedia (AREA)
- Theoretical Computer Science (AREA)
- Business, Economics & Management (AREA)
- Emergency Management (AREA)
- Software Systems (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Image Analysis (AREA)
- Fire-Detection Mechanisms (AREA)
Abstract
Description
Claims (14)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
KR1020130086984A KR101932543B1 (ko) | 2013-07-23 | 2013-07-23 | 화재검출 방법 및 장치 |
KR10-2013-0086984 | 2013-07-23 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN104346618A true CN104346618A (zh) | 2015-02-11 |
CN104346618B CN104346618B (zh) | 2019-10-25 |
Family
ID=52390571
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201410350222.6A Active CN104346618B (zh) | 2013-07-23 | 2014-07-22 | 用于从图像检测烟雾的方法和设备 |
Country Status (3)
Country | Link |
---|---|
US (1) | US9443149B2 (zh) |
KR (1) | KR101932543B1 (zh) |
CN (1) | CN104346618B (zh) |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105469105A (zh) * | 2015-11-13 | 2016-04-06 | 燕山大学 | 一种基于视频监控的香烟烟雾检测方法 |
CN108255890A (zh) * | 2016-12-29 | 2018-07-06 | 腾讯科技(深圳)有限公司 | 页面的处理方法和装置 |
WO2019233180A1 (zh) * | 2018-06-06 | 2019-12-12 | Zhou Chaoqiang | 基于参数提取的辐射设备报警*** |
CN112784670A (zh) * | 2019-11-01 | 2021-05-11 | 希侬人工智能公司 | 基于像素差异的对象检测 |
Families Citing this family (17)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR101689863B1 (ko) * | 2015-05-21 | 2016-12-26 | 주식회사 에스원 | 부분 영역 기반의 화염 탐지 장치 및 방법 |
US9712985B2 (en) * | 2015-08-26 | 2017-07-18 | Razer (Asia-Pacific) Pte. Ltd. | Repurposing a mobile device |
CN105701489B (zh) * | 2016-01-14 | 2020-03-17 | 云南大学 | 一种新型的数字提取和识别的方法及*** |
CN106355812A (zh) * | 2016-08-10 | 2017-01-25 | 安徽理工大学 | 基于温度场的火灾隐患预测方法 |
EP3531386B1 (en) * | 2016-10-24 | 2024-06-12 | Hochiki Corporation | Fire monitoring system |
WO2019048604A1 (de) | 2017-09-09 | 2019-03-14 | Fcm Dienstleistungs Ag | Automatische früherkennung von rauch, russ und feuer mit erhöhter erkennungssicherheit durch maschinelles lernen |
US11093747B2 (en) | 2018-04-16 | 2021-08-17 | Peerwell, Inc. | Hazard recognition |
CN108985144B (zh) * | 2018-05-29 | 2022-04-12 | 湖北德强电子科技有限公司 | 一种高效低成本图像火灾自动识别方法及装置 |
CN109359554A (zh) * | 2018-09-21 | 2019-02-19 | 南京信息工程大学 | 一种基于多合成图像处理技术的森林火灾识别方法 |
US11151380B2 (en) * | 2019-01-30 | 2021-10-19 | International Business Machines Corporation | Augmented reality risk vulnerability analysis |
JP7170574B2 (ja) * | 2019-03-28 | 2022-11-14 | 能美防災株式会社 | 異常検出装置 |
JP7156152B2 (ja) * | 2019-04-17 | 2022-10-19 | 日本電信電話株式会社 | 危険予知方法及び危険予知装置 |
CN110211323A (zh) * | 2019-05-29 | 2019-09-06 | 广州澳盾智能科技有限公司 | 基于级联分类的森林火灾识别方法 |
KR102030006B1 (ko) | 2019-06-05 | 2019-11-11 | 주식회사 리트코이엔에스 | 도로 터널의 지능형 통합 화재소화시스템 |
CN110264404B (zh) * | 2019-06-17 | 2020-12-08 | 北京邮电大学 | 一种超分辨图像纹理优化的方法和装置 |
US11462089B1 (en) * | 2020-02-24 | 2022-10-04 | General Cybernation Group, Inc. | Smoke auto-detection and control for industrial flares |
KR20230101461A (ko) | 2021-12-29 | 2023-07-06 | 아이브스 주식회사 | 생활안전 위험상황 인지를 위한 딥러닝을 이용한 화재 인지 방법 |
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CN1879553A (zh) * | 2005-06-15 | 2006-12-20 | 佳能株式会社 | 检测心脏、胸廓和横隔膜边界的方法、装置和存储介质 |
KR100918436B1 (ko) * | 2007-11-27 | 2009-09-24 | 계명대학교 산학협력단 | 비전 기반의 화재 감지 시스템 및 방법 |
CN101770644A (zh) * | 2010-01-19 | 2010-07-07 | 浙江林学院 | 森林火灾远程视频监控烟火识别方法 |
CN102567713A (zh) * | 2010-11-30 | 2012-07-11 | 富士重工业株式会社 | 图像处理装置以及图像处理方法 |
CN102013008B (zh) * | 2010-09-16 | 2012-10-31 | 北京智安邦科技有限公司 | 一种基于支持向量机的烟雾检测方法及装置 |
US20130094699A1 (en) * | 2011-10-12 | 2013-04-18 | Industry Academic Cooperation Foundation Keimyung University | Forest fire smoke detection method using random forest classification |
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US6035057A (en) * | 1997-03-10 | 2000-03-07 | Hoffman; Efrem H. | Hierarchical data matrix pattern recognition and identification system |
KR100837406B1 (ko) * | 2006-11-13 | 2008-06-12 | 삼성전자주식회사 | 영상 감시 장치를 포함한 휴대 단말기 및 이를 이용한 영상감시 방법, 및 영상 감시 시스템 |
US7859419B2 (en) * | 2006-12-12 | 2010-12-28 | Industrial Technology Research Institute | Smoke detecting method and device |
US20080137906A1 (en) | 2006-12-12 | 2008-06-12 | Industrial Technology Research Institute | Smoke Detecting Method And Device |
KR100912281B1 (ko) | 2007-07-06 | 2009-08-17 | 세종대학교산학협력단 | 영상 처리 기법을 이용한 고속 연기 탐지 기법 및 장치 |
WO2009136894A1 (en) * | 2008-05-08 | 2009-11-12 | Utc Fire & Security | System and method for ensuring the performance of a video-based fire detection system |
KR100987786B1 (ko) | 2008-07-23 | 2010-10-13 | (주)에이치엠씨 | 연기검출을 이용한 화재감지 시스템 |
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US8375032B2 (en) * | 2009-06-25 | 2013-02-12 | University Of Tennessee Research Foundation | Method and apparatus for predicting object properties and events using similarity-based information retrieval and modeling |
KR101204259B1 (ko) | 2010-10-06 | 2012-11-23 | (주)에이치엠씨 | 화재 검출 방법 |
KR101081051B1 (ko) * | 2010-11-16 | 2011-11-09 | 계명대학교 산학협력단 | 퍼지 유한상태 오토마타를 이용한 화재 불꽃 감지 방법 |
US8922657B2 (en) * | 2011-03-08 | 2014-12-30 | Bank Of America Corporation | Real-time video image analysis for providing security |
US9250135B2 (en) * | 2011-03-16 | 2016-02-02 | Honeywell International Inc. | MWIR sensor for flame detection |
KR101224494B1 (ko) | 2012-05-29 | 2013-01-21 | (주)에이치엠씨 | 촬영 대상의 명도 및 채도 변화에 강건한 영상 기반 연기 검출 방법 |
-
2013
- 2013-07-23 KR KR1020130086984A patent/KR101932543B1/ko active IP Right Grant
-
2014
- 2014-05-28 US US14/288,844 patent/US9443149B2/en active Active
- 2014-07-22 CN CN201410350222.6A patent/CN104346618B/zh active Active
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CN1879553A (zh) * | 2005-06-15 | 2006-12-20 | 佳能株式会社 | 检测心脏、胸廓和横隔膜边界的方法、装置和存储介质 |
KR100918436B1 (ko) * | 2007-11-27 | 2009-09-24 | 계명대학교 산학협력단 | 비전 기반의 화재 감지 시스템 및 방법 |
CN101770644A (zh) * | 2010-01-19 | 2010-07-07 | 浙江林学院 | 森林火灾远程视频监控烟火识别方法 |
CN102013008B (zh) * | 2010-09-16 | 2012-10-31 | 北京智安邦科技有限公司 | 一种基于支持向量机的烟雾检测方法及装置 |
CN102567713A (zh) * | 2010-11-30 | 2012-07-11 | 富士重工业株式会社 | 图像处理装置以及图像处理方法 |
US20130094699A1 (en) * | 2011-10-12 | 2013-04-18 | Industry Academic Cooperation Foundation Keimyung University | Forest fire smoke detection method using random forest classification |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105469105A (zh) * | 2015-11-13 | 2016-04-06 | 燕山大学 | 一种基于视频监控的香烟烟雾检测方法 |
CN108255890A (zh) * | 2016-12-29 | 2018-07-06 | 腾讯科技(深圳)有限公司 | 页面的处理方法和装置 |
CN108255890B (zh) * | 2016-12-29 | 2020-08-11 | 腾讯科技(深圳)有限公司 | 页面的处理方法和装置 |
WO2019233180A1 (zh) * | 2018-06-06 | 2019-12-12 | Zhou Chaoqiang | 基于参数提取的辐射设备报警*** |
CN112784670A (zh) * | 2019-11-01 | 2021-05-11 | 希侬人工智能公司 | 基于像素差异的对象检测 |
Also Published As
Publication number | Publication date |
---|---|
US20150030203A1 (en) | 2015-01-29 |
US9443149B2 (en) | 2016-09-13 |
KR101932543B1 (ko) | 2018-12-28 |
KR20150011884A (ko) | 2015-02-03 |
CN104346618B (zh) | 2019-10-25 |
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Address after: Gyeongnam Changwon City, South Korea Applicant after: HANWHA TECHWIN Co.,Ltd. Applicant after: KOREA ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY Address before: Gyeongnam Changwon City, South Korea Applicant before: Samsung Techwin Co.,Ltd. Applicant before: KOREA ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY |
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Address after: Gyeongnam Changwon City, South Korea Patentee after: Hanhua Vision Co.,Ltd. Patentee after: KOREA ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY Address before: Gyeongnam Changwon City, South Korea Patentee before: HANWHA TECHWIN Co.,Ltd. Patentee before: KOREA ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY |
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