Fire Detection
화재감지에 대한 설명.
Categories
- wildfire (forest fire, bushfire, wildland fire or rural fire)
- Fire Detection
- Firebell
- Fire
Documentation
- 컴퓨터 영상 기반 실시간 화재 & 불꽃 감지 방법.
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Computer_vision_based_method_for_real-time_fire_and_flame_detection.pdf -
Computer_vision_based_method_for_real-time_fire_and_flame_detection_(ko).zip - 영상 감시 및 모니터링 시스템 (A System for Video Surveillance and Monitoring): Collins_robert_2000_1.pdf
- Computer Vision Based Fire Detection
- http://cseweb.ucsd.edu/classes/wi09/cse190-a/reports/ntrue.pdf
- 영상에서 공분산 행렬 기반 화재 & 화염 검출 방법.
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Covariance_matrix-based_fire_and_flame_detection_method_in_video.pdf -
Covariance_matrix-based_fire_and_flame_detection_method_in_video_(ko).zip -
Region_Covariance_-_A_Fast_Descriptor_for_Detection_and_Classification.pdf -
Image_Description_Using_a_Multiplier-Less_Operator.pdf -
Dynamic_Textures.pdf - Reference: Support Vector Machine
- Vision Based Fire Detection
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Vision_Based_Fire_Detection.pdf - http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.3.1160&rep=rep1&type=pdf
- Fast and Efficient Method for Fire Detection Using Image Processing
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Fast_and_Efficient_Method_for_Fire_Detection_Using_Image_Processing.pdf - http://ocean.kisti.re.kr/downfile/volume/etri/HJTODO/2010/v32n6/HJTODO_2010_v32n6_881.pdf
- Computer Vision Based Fire Detection
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Computer_Vision_Based_Fire_Detection.pdf - http://cseweb.ucsd.edu/classes/wi09/cse190-a/reports/ntrue.pdf
- Smoke and Fire Detection
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Smoke_and_Fire_Detection.pdf - http://www.ijsrp.org/research-paper-0714/ijsrp-p3185.pdf
- A Vision-based Approach to Fire Detection
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A_Vision-based_Approach_to_Fire_Detection.pdf - http://cdn.intechopen.com/pdfs-wm/47469.pdf
- Vision Based Intelligent Fire Detection System
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Vision_Based_Intelligent_Fire_Detection_System.pdf - http://www.ijesi.org/papers/Vol(2)3%20(Version-3)/F233441.pdf
- OPTIMIZED FLAME DETECTION USING IMAGE PROCESSING BASED TECHNIQUES
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OPTIMIZED_FLAME_DETECTION_USING_IMAGE_PROCESSING_BASED_TECHNIQUES.pdf - http://www.ijcse.com/docs/INDJCSE12-03-02-016.pdf
- Smoke detection in video using wavelets and support vector machines
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Smoke_detection_in_video_using_wavelets_and_support_vector_machines.pdf - http://people.eng.unimelb.edu.au/jgl/Papers/2009AugSmokeFireSafetyJournal.pdf
- A Phase Discrepancy Analysis of Object Motion
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Boleiaccv2010.pdf - http://people.csail.mit.edu/bzhou/publication/boleiaccv2010.pdf
Deep learning based
- Deep Convolutional Neural Networks for Forest Fire Detection
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C105_-_Deep_Convolutional_Neural_Networks_for_Forest_Fire_Detection.pdf
- Wildfire Smoke Detection using Convolutional Neural Networks
- http://www.inf.fu-berlin.de/inst/ag-ki/rojas_home/documents/Betreute_Arbeiten/Master-Hohberg.pdf
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Wildfire_Smoke_Detection_using_Convolutional_Neural_Networks.pdf
- A Deep Normalization and Convolutional Neural Network for Image Smoke Detection
- http://islab.ulsan.ac.kr/files/announcement/606/paper.pdf
- Convolutional Neural Network for Video Fire and Smoke Detection
- http://fcv2011.ulsan.ac.kr/files/announcement/574/paper.pdf
- Deep Domain Adaptation Based Video Smoke Detection using Synthetic Smoke Image
- https://arxiv.org/ftp/arxiv/papers/1703/1703.10729.pdf
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1703.10729.pdf
- Experimentally Defined Convolutional Neural Network Architecture Variants for Non-temporal Real-time Fire Detection
- Real-time fire detection in video imagery using a convolutonal neural network - from our ICIP 2018 paper (Dunnings / Breckon)
- https://github.com/tobybreckon/fire-detection-cnn
- https://breckon.org/toby/publications/papers/dunnings18fire.pdf
-
Dunnings18fire.pdf
- Evaluation of CNN for Smoke Detection
- https://github.com/filonenkoa/cnn_evaluation_smoke
- Experimentally Defined Convolutional Neural Network Architecture Variants for Non-temporal Real-time Fire Detection
- real-time fire detection in video imagery using a convolutonal neural network (deep learning) - from our ICIP 2018 paper (Dunnings / Breckon)
- https://github.com/tobybreckon/fire-detection-cnn
인식 방법
연기 화재 인식 방법
- Spatial wavelet analysis (공간 분석)
- Moving object detection (이동물체 감지)
- Contour feature extraction (윤곽의 특징 추출)
- Motion orientation detection (이동 감지 상황 판단)
- Noise reduction (잔상 축소)
- Adaptive background subtraction (적응성 배경 제거)
- Elimination of static background (정지배경 제거)
- False alarm rejection (잘못된 경보 제거)
불꽃 화재 인식 방법
- Flickering analysis (불의 흔들림 분석)
- Temporal wavelet analysis (시간 흐름에 따른 분석)
- Color classification -> improved fast GMM (색상 분류)
- Noise reduction (잔상 축소)
- Adaptive background subtraction (적응성 배경 제거)
- Elimination of static background (정지배경 제거)
- False alarm rejection (잘못된 경보 제거)
See also
Favorite site
- 방재시험연구원
- 화염의 칼라와 움직임을 이용한 화재감지 1
- 영상기반 자동 화재감지시스템의 감지성능 특성 분석 연구 2
- 컴퓨터 비전 기반의 화재 감지 연구
- 영상기반 지능형 무인 화재감시 시스템 3
- YCbCr 컬러 모델에서의 조건 검사와 적응적 차영상을 이용한 화염 및 연기 검출 알고리즘 4
- [추천] COMPUTER VISION BASED FIRE DETECTION SOFTWARE