Fire Detection
lastmod 2026-09-22created 2014-09-1542 edits
A description of fire detection.
Categories
- wildfire (forest fire, bushfire, wildland fire or rural fire)
- Fire Detection
- Firebell
- Fire
- JangaFX - EmberGen - https://jangafx.com/software/embergen
Documentation
- Computer vision based method for real-time fire & flame detection.
-
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 - 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
- Covariance matrix-based fire & flame detection method in video.
-
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
-
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
-
Computer_Vision_Based_Fire_Detection.pdf - http://cseweb.ucsd.edu/classes/wi09/cse190-a/reports/ntrue.pdf
- Smoke and Fire Detection
-
Smoke_and_Fire_Detection.pdf - http://www.ijsrp.org/research-paper-0714/ijsrp-p3185.pdf
- A Vision-based Approach to Fire Detection
-
A_Vision-based_Approach_to_Fire_Detection.pdf - http://cdn.intechopen.com/pdfs-wm/47469.pdf
- Vision Based Intelligent Fire Detection System
-
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
-
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
-
Boleiaccv2010.pdf - http://people.csail.mit.edu/bzhou/publication/boleiaccv2010.pdf
- SmokeNet - Efficient Smoke Segmentation Leveraging Multiscale Convolutions and Multiview Attention Mechanisms
- https://arxiv.org/html/2502.12258v1
Deep learning based
- Deep Convolutional Neural Networks for Forest Fire Detection
-
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
-
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
- Smoke Segmentation
- uyenvoaero/smoke_segmentation: Detect and segment smoke
- https://github.com/uyenvoaero/smoke_segmentation
- Fire and Smoke Segmentation Model (Roboflow)
- https://universe.roboflow.com/roboflow-universe-projects/fire-and-smoke-segmentation
Detection methods
Smoke fire detection methods
- Spatial wavelet analysis (spatial analysis)
- Moving object detection (detecting moving objects)
- Contour feature extraction (extracting contour features)
- Motion orientation detection (judging the detected motion situation)
- Noise reduction (afterimage reduction)
- Adaptive background subtraction (adaptive background removal)
- Elimination of static background (static background removal)
- False alarm rejection (removing false alarms)
Flame fire detection methods
- Flickering analysis (analysis of fire flicker)
- Temporal wavelet analysis (analysis over time)
- Color classification -> improved fast GMM (color classification)
- Noise reduction (afterimage reduction)
- Adaptive background subtraction (adaptive background removal)
- Elimination of static background (static background removal)
- False alarm rejection (removing false alarms)
See also
Favorite site
- Korea Fire Institute
- Fire detection using the color and motion of flames 1
- A study on characteristics analysis for detection performance of a video-based automated fire detection system 2
- Research on computer vision based fire detection
- Video-based intelligent unmanned fire surveillance system 3
- Flame and smoke detection algorithm using condition tests in the YCbCr color model and adaptive difference images 4
- [Recommended] COMPUTER VISION BASED FIRE DETECTION SOFTWARE