Fire Smoke Detection ML Frameworks

Real-time detection systems for fire and smoke using computer vision and deep learning models (CNN, YOLO, R-CNN) on images, videos, and live feeds. Does NOT include general object detection frameworks, fire prediction/forecasting, or fire suppression systems.

There are 24 fire smoke detection frameworks tracked. 1 score above 50 (established tier). The highest-rated is tobybreckon/fire-detection-cnn at 51/100 with 570 stars.

Get all 24 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	tobybreckon/fire-detection-cnn real-time fire detection in video imagery using a convolutional neural...	51	Established	570	Python
2	spacewalk01/yolov5-fire-detection Training YOLOv5/YOLOv9 to detect fire in a video	49	Emerging	326	Jupyter Notebook
3	robmarkcole/fire-detection-from-images Detect fire in images using neural nets	48	Emerging	450	Jupyter Notebook
4	RichardoMrMu/yolov5-fire-smoke-detect This is a c++ implement of yolov5 and fire/smoke detect.	40	Emerging	32	C++
5	phiyodr/building-inspection-toolkit Building Inspection Toolkit	39	Emerging	29	Jupyter Notebook
6	KenesuEXE/titanium-classifier Uses a convolution neural network to classify titanium microstructures	30	Emerging	2	Jupyter Notebook
7	SayanSomya/Fire-and-Smoke-detection Research Internship project under Assistant Prof. Manish Bhatt of IIT, Guwahati	29	Experimental	17	Jupyter Notebook
8	Resplendent-Keklak/slf-invasion-modeling Modeling, data visualization, and other research on the classification of...	29	Experimental	1	Jupyter Notebook
9	AI-FIREBUSTERS/ICIAP_ONFIRE Here we present the trained model and the algorithm that let us win the...	29	Experimental	1	Jupyter Notebook
10	Sukanyasingh3/PyroDetect-Fire-Detection CNN model for fire detection using CCTV footage, built using TensorFlow and...	27	Experimental	5	Jupyter Notebook
11	QuantumMaterialsModelling/AiSurf-Automated-Identification-of-Surface-images AiSurf is an open-source package for analyzing surface microscopy images,...	26	Experimental	12	Jupyter Notebook
12	Lefyd24/Forest-Fire-Smoke-Detection Forest fire and smoke detection using YOLOv8 in the context of a project for...	25	Experimental	1	Jupyter Notebook
13	salim4n/Fire_Detection Entrainement sur YOLOV8 pour qu'il puisse detecter du feu	25	Experimental	7	Jupyter Notebook
14	Zhen-x-l/WiseKnight WiseKnight是一个基于 Llama 3.2...	23	Experimental	—	Python
15	syedissambukhari/Flir-image-temperature-detection-using-CNN-algorithm This repository contains a Convolutional Neural Network (CNN) implementation...	23	Experimental	3	Jupyter Notebook
16	vahapogut/AI-fire-detection Advanced Real-Time Fire & Smoke Detection System using YOLOv8 AI, Python...	22	Experimental	1	TypeScript
17	CharleyDL/Fire_Detection 📱🔥 Application streamlit and mongodb to detect flames and smoke in Picture /...	22	Experimental	1	Python
18	sunnyiisc/Fire-Detection-from-FLAME-Dataset Deep Learning model implementation for Fire detection both classification...	21	Experimental	29	Python
19	thilak-r/Forest-fire-detection-using-YOLOv8 A real-time deep learning system powered by YOLOv8 for accurate fire and...	17	Experimental	6	Jupyter Notebook
20	zaeem7744/FireAlarm_Detector 🔥 AI-powered fire alarm detection system using on-device ML (TensorFlow...	14	Experimental	—	C
21	mrunmayee3108/airspace-monitoring-system Intelligent Airspace Monitoring	13	Experimental	—	Jupyter Notebook
22	MerttMetinn/fire-smoke-detection-yolov11 Real-time fire and smoke detection using YOLOv11 (Ultralytics) with webcam...	13	Experimental	2	Jupyter Notebook
23	SalimTag/firedetection 🔥 AI-powered wildfire detection system using YOLOv8 \| FastAPI + React +...	13	Experimental	—	TypeScript
24	PawarMukesh/FlameShield-Smarter-System-for-Early-Fire-Alerts Early fire detection is crucial for minimizing damage and saving lives. ...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

fire-detection-cnn and fire-detection-from-images (51 vs 48) yolov5-fire-detection and fire-detection-from-images (49 vs 48) fire-detection-cnn and PyroDetect-Fire-Detection (51 vs 27) yolov5-fire-detection and yolov5-fire-smoke-detect (49 vs 40) yolov5-fire-detection and Fire_Detection (49 vs 25)