Wildfire Detection

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6 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Construction and Evaluation of Machine Learning Models for Near-Real-Time Fire Detection from MTG FCI Imagery

    Oct 4, 2026Asaf Vanunu, Boaz Nadler, Arnon KarnieliWildfire DetectionSatellite Imagery

  2. Comparing a gradient boosting algorithm to the GOES FDC for wildfire detection

    Oct 1, 2026Asaf Vanunu, Boaz Nadler, Arnon KarnieliWildfire DetectionXgboost Model

    The Albert Katz International School for Desert Studies, The Jacob Blaustein Institutes for Desert Research, Sde Boker Campus, Ben-Gurion University of the Negev, Midreshet Ben-Gurion 84990, Israel · The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Beer Sheva 8410501, Israel · The Remote Sensing Laboratory, French Associates Institute for Agriculture and Biotechnology of Drylands, The Jacob Blaustein Institutes for Desert Research, Sde Boker Campus, Ben-Gurion University of the Negev, 84990, Israel +1

  3. AI-Powered Flare Combustion Efficiency Estimation

    Sep 12, 2026Afeefa Azam, Iyyakutti Iyappan Ganapathi, Fares Ossama Abdelhafez +5Combustion ControlMobile Gas Sensor Trajectories Govern Hydrogen Leak Detection

    Computer Science Department, Khalifa University of Science and Technology, Abu Dhabi, UAE · Mechanical & Nuclear Engineering, Khalifa University of Science and Technology, Abu Dhabi, UAE · Digital Projects & Innovation Division, ADNOC, Abu Dhabi, UAE

  4. Multi-Agent Reinforcement Learning for Autonomous UAV Exploration in Wildfire Response

    Sep 9, 2026Caden Chandra, Jerry NgWildfire DetectionWildfire

  5. SAFIRE: Safety-Critical Benchmark for Fine-grained Fire and Smoke Understanding in Multimodal LLMs

    Sep 7, 2026Pengfei Li, Naufal Suryanto, Sicheng Zhang +2Multimodal Large Language ModelsLarge Language Model Safety

    Khalifa University · University of Western Australia

  6. D3ARC: Time-Critical Distributed Disaster Detection for Asynchronous Cooperative Multi-Robot Systems

    Sep 7, 2026Nikolaos Koursioumpas, Lina Magoula, Nancy Alonistioti +1Wildfire DetectionMulti-Robot Systems

    Dept. of Informatics and Telecommunications, National and Kapodistrian University of Athens, Greece · Huawei Heisenberg Research Center (Munich), Germany

  7. Scale-based Approach for Active Wildfire Segmentation on Satellite Imagery

    Sep 1, 2026Matheus F. Kovaleski, Cristiano Premebida, João Ruivo PauloWildfire DetectionWildfire Prediction

    Institute of Systems and Robotics, Department of Electrical and Computer Engineering, University of Coimbra, Portugal

  8. Multimodal RGB-Infrared Combination for UAV-Based Wildfire Segmentation: A Comparative Study on FLAME3

    Sep 1, 2026Matheus F. Kovaleski, Luís Garrote, Cristiano Premebida +2Wildfire DetectionInfrared-Visible Image Fusion

    Institute of Systems and Robotics, Department of Electrical and Computer Engineering, University of Coimbra, Portugal · University of Coimbra, CEMMPRE, ARISE, Department of Mechanical Engineering, Polo II, PT-3030-788 Coimbra, Portugal

  9. Impact of Dataset Composition on Embedded Real-Time UAV Wildfire Detection Using Compact YOLO Models

    Aug 1, 2026Eduardo de los Santos, Andre S. Kelbouscas, Ricardo B. Grando +1Wildfire DetectionYolo26

    Robotics and AI Lab, Technological University of Uruguay, Rivera, Uruguay

  10. Spectral-Morphological Attention U-Net: An Efficient Network for Active Wildfire Detection

    Jul 17, 2026Yugong Zeng, Jonathan WuWildfire DetectionU-Net

    Department of Electrical and Computer Engineering University of Windsor 401 Sunset Avenue Ontario, Canada N9B 3P4

  11. FlameVQA: A Physically-Grounded UAV Wildfire VQA Benchmark with Radiometric Thermal Supervision

    Jun 25, 2026Mobin Habibpour, John Spodnik, Niloufar Alipour Talemi +1Wildfire DetectionTextvqa

    Clemson University · Clemson, SC, USA

  12. ED3R: Energy-Aware Distributed Disaster Detection Enabled by Cooperative Robotic Agents

    Jun 16, 2026Lina Magoula, Nikolaos Koursioumpas, Nancy Alonistioti +1Wildfire DetectionDisaster Response

    Dept. of Informatics and Telecommunications, National and Kapodistrian University of Athens, Greece · Dept. of Informaticsand Telecommunications, National and Kapodistrian University of Athens, Greece · Huawei Heisenberg Research Center (Munich), Germany

  13. HumP-KD: A Hybrid Uncertainty-Aware Multi-Stage Progressive Knowledge Distillation Framework for Efficient Fire Classification

    Jun 12, 2026Mohammed Arif Mainuddin, Najifa Tabassum, Omar Ibne Shahid +1Wildfire DetectionKnowledge Distillation

    Electrical and Computer Engineering North South University Dhaka, Bangladesh

  14. A Large Scale Open-Source Image and Video Dataset for Robust Wildfire Detection and Classification

    Jun 8, 2026Emadeldeen Hamdan, Yingyi Luo, B. Ugur Toreyin +4Wildfire DetectionWildfire

    Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL, USA · Informatics Institute, Istanbul Technical University, ˙Istanbul, Türkiye · USDA Forest Service Pacific Wildland Fire Sciences Laboratory, Washington, USA +1

  15. veriFIRE: an Industrial Case Study in Verifying Consistency Properties for a DNN-Based Wildfire Detection System

    Jun 2, 2026Idan Refaeli, Maya Swisa, Itay Buchnik +5Neural Network VerificationWildfire Detection

    The Hebrew University of Jerusalem, Jerusalem, Israel · Elbit Systems - ISTAR & EW - Elisra L.T.D, Holon, Israel · Cornell University, Ithaca, New York, USA

  16. FLAME: Physics-Guided Neural Operators for Onboard Satellite Methane Detection in Hyperspectral Imagery

    Jun 1, 2026Junhyuk Heo, Junhwan Park, Sancheol Sim +2MethaneHyperspectral Image

    TelePIX, Seoul, Republic of Korea

  17. Uncertainty-Aware Wildfire Smoke Density Classification from Satellite Imagery via CBAM-Augmented EfficientNet with Evidential Deep Learning

    May 15, 2026Ranjith ChodavarapuWildfire DetectionEfficientnet Encoder

    Kent State University

  18. On-Orbit Real-Time Wildfire Detection Under On-Board Constraints

    May 7, 2026Matthias Rötzer, Veronika Pörtge, Martin Ickerott +6Wildfire DetectionRgb-Thermal

    OroraTech GmbH, St.-Martin-Str. 112, 81669 Munich, Germany · Ludwig-Maximilians-Universität München, Munich, Germany

  19. AusSmoke meets MultiNatSmoke: a fully-labelled diverse smoke segmentation dataset

    Apr 26, 2026Weihao Li, Hongjin Zhao, Gao Zhu +4Wildfire DetectionWildfire

    Bushfire Research Centre of Excellence, Australian National University

  20. WildFireVQA: A Large-Scale Radiometric Thermal VQA Benchmark for Aerial Wildfire Monitoring

    Apr 22, 2026Mobin Habibpour, Niloufar Alipour Talemi, John Spodnik +2Wildfire DetectionWildfire

    Clemson University

  21. Toward Generalizable Deep Learning Based Peatland Fire Detection via Walsh Hadamard Transform and Domain Adaptation

    Mar 2, 2026Emadeldeen Hamdan, Ahmad Faiz Tharima, Mohd Zahirasri Mohd Tohir +4Wildfire DetectionResnet-18

    Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL, USA · Fire and Rescue Department of Malaysia, Malaysia · Dept. of Chemical and Environmental Engineering, Faculty of Engineering, Universiti Putra Malaysia, Malaysia. +2

  22. Understanding Fire Through Thermal Radiation Fields for Mobile Robots

    Feb 22, 2026Anton R. Wagner, Madhan Balaji Rao, Xuesu Xiao +1Wildfire DetectionMobile Robots

    Department of Computer Science, Kiel University, Germany · Department of Computer Science, George Mason University, USA

  23. FLAME 3 Dataset: Unleashing the Power of Radiometric Thermal UAV Imagery for Wildfire Management

    Dec 3, 2024Bryce Hopkins, Leo ONeill, Michael Marinaccio +7Wildfire DetectionWildfire

    Department of Electrical and Computer Engineering, Clemson University, Clemson, SC, USA · Pacific Southwest Research Station, U.S. Forest Services, Redding, CA USA · School of Environmental and Forest Sciences, University of Washington, Seattle, WA USA +3