Mirror Target YOLO: An Improved YOLOv8 Method With Indirect Vision for Heritage Buildings Fire Detection by Jian Liang, Junsheng Cheng

Subjects: “…Fire detection…”
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Design and Construct a Forest Fire Detection and Control System. by Ampumuza, Mary Viola

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FF-net: A target detection method tailored for mid-to-late stages of forest fires in complex environments by Jianye Yuan, Haofei Wang, Tianying Yang, Yaqin Su, Weiwei Song, Song Li, Wei Gong

Subjects: “…Fire detection…”
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Using computer vision to classify, locate and segment fire behavior in UAS-captured images by Brett L. Lawrence, Emerson de Lemmus

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Enhancing active fire detection in Sentinel 2 imagery using GLCM texture features in random forest models by Bao Zhou, Sha Gao, Ying Yin, Yanling Zhong

Subjects: “…Fire detection…”
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Modeling of Wildfire Digital Twin: Research Progress in Detection, Simulation, and Prediction Techniques by Yuting Huang, Jianwei Li, Huiru Zheng

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Research on Fire Detection of Cotton Picker Based on Improved Algorithm by Zhai Shi, Fangwei Wu, Changjie Han, Dongdong Song

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Indoor Fire Prevention Based on Miniaturized Sensor Drones and Stationary Sensor Nodes by Roland Pohle, Oliver Freudenberg

Subjects: “…fire detection…”
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A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection by Eman H. Alkhammash

Subjects: “…fire detection…”
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YOLOv8-EMSC: A lightweight fire recognition algorithm for large spaces by Deng Li, Tan Yang, Zhou Jin, Wu Si-qi, Liu Quan-yi

Subjects: “…Fire detection…”
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Leveraging Large Language Models for Enhanced Classification and Analysis: Fire Incidents Case Study by Eman H. Alkhammash

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Class Weighting Approach For Handling Imbalanced Data On Forest Fire Classification Using EfficientNet-B1 by Arvinanto Bahtiar, Muhammad Ihsan Prawira Hutomo, Agung Widiyanto, Siti Khomsah

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Evaluating YOLOv5s and YOLOv8s for Kitchen Fire Detection: A Comparative Analysis by Norisza Dalila Ismail, Rizauddin Ramli, Mohd Nizam Ab Rahman

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YOLOV9-CBM: An Improved Fire Detection Algorithm Based on YOLOV9 by Xin Geng, Xiao Han, Xianghong Cao, Yixuan Su, Dongxue Shu

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Deep Learning-Based Multistage Fire Detection System and Emerging Direction by Tofayet Sultan, Mohammad Sayem Chowdhury, Mejdl Safran, M. F. Mridha, Nilanjan Dey

Subjects: “…fire detection…”
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A Survey on IoT Ground Sensing Systems for Early Wildfire Detection: Technologies, Challenges, and Opportunities by Chiu Chun Chan, Sheeraz A. Alvi, Xiangyun Zhou, Salman Durrani, Nicholas Wilson, Marta Yebra

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Federated learning based fire detection method using local MobileNet by Sridhar Panneerselvam, Senthil Kumar Thangavel, Vidya Sagar Ponnam, Sudhakar Sengan

Subjects: “…Fire detection…”
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Current situation and new technology prospects of hidden fire source location detection of residual coal spontaneous combustion in goaf by Duo ZHANG, Shuaihao WANG, Hu WEN, Jun DENG, Xiaowei ZHAI, Weifeng WANG

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Integrated internet of things (IoT) solutions for early fire detection in smart agriculture by Abdennabi Morchid, Zahra Oughannou, Rachid El Alami, Hassan Qjidaa, Mohammed Ouazzani Jamil, Haris M. Khalid

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Micro-Incubator Protocol for Testing a CO₂ Sensor for Early Warning of Spontaneous Combustion by Mathew G. Pelletier, Joseph S. McIntyre, Greg A. Holt, Chris L. Butts, Marshall C. Lamb

Subjects: “…fire detection…”
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