Wildfire Prediction

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Period ending 2026-09-21

4 new papers

A weekly snapshot of new work published in Wildfire Prediction.

Period ending 2026-09-14

3 new papers

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Period ending 2026-09-07

6 new papers

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41 papers

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  1. Interpretable Patch-Based Deep Learning for Wildfire Spread Prediction from Ensemble Simulations

    Sep 16, 2026Marcin Lawenda, Aleksandra Krasicka, David Caballero +2Wildfire PredictionWildfire Spread

  2. Modular Deep Learning Mechanisms for Auditable Next-Day Wildfire Spread Prediction

    Sep 15, 2026Miguel Esparza, Aydin Ayanzadeh Ahmad Mousavi, Ali MostafaviWildfire PredictionAccurate Flood Prediction

  3. A Sentinel-2 benchmark dataset for deep-learning active-fire segmentation across 25 California wildfires

    Sep 14, 2026Shreyan Mitra, Mohammadreza Narimani, Parastoo FarajpoorWildfire DetectionSentinel-2

  4. Feature Recovery for Object Understanding After Irreversible Fire Damage

    Sep 14, 2026Aditi Tiwari, Sofia Stoica, Savya Khosla +2Visual DegradationWildfire Detection

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

    Sep 9, 2026Caden Chandra, Jerry NgWildfire DetectionDeep Reinforcement Learning

  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

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

    Sep 1, 2026Matheus F. Kovaleski, Cristiano Premebida, João Ruivo PauloWildfire DetectionRemote Sensing Image Segmentation

  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 DetectionMultimodal Fusion

  9. FractalNet-Based Heterogeneous Federated Learning for Orbital Edge Intelligence in Satellite Mega-Constellations: A Wildfire Case Study

    Sep 1, 2026Sai Puppala, Koushik SinhaHeterogeneous Federated LearningSatellite

  10. Random Forest-Informed Cellular Automaton for Large-Scale Wildfire Spread Modelling

    Sep 1, 2026Siyu Chen, Esha Saha, Hao WangWildfire PredictionRandom Forest

  11. Evaluating AlphaEarth Foundations Embeddings for Wildfire Susceptibility Mapping

    Aug 12, 2026Yuan Zhuang, Sanaa Hobeichi, Peng Shi +1Wildfire PredictionGeospatial Foundation Models

  12. Evaluating Machine Learning Models for Post-Wildfire Debris-Flow Prediction

    Aug 5, 2026Quinn Ledingham, Zhengsen Xu, Yimin Zhu +6Wildfire PredictionAccurate Flood Prediction

  13. Real-time physics inversion for retrieval of sub-pixel wildfire temperatures from VSWIR imaging spectroscopy

    Aug 4, 2026William R. Keely, Philip G. Brodrick, Katherine Mistick +3Thermal ImagingWildfire Prediction

  14. 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 DetectionWildfire Spread

  15. Tensor Network Machine Learning for Wildfire Susceptibility Mapping: from Grokking Dynamics to Quantum Mixedness of Class Representations

    Jul 21, 2026Domenico Pomarico, Alessandra Costantino, Gabriel Ramirez Sanchez +12Wildfire PredictionTensor Networks

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

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

  17. LTM: Large-scale Terrain Model for Wildfire-prone Landscapes

    Jul 9, 2026Xiao Fu, Yue Hu, Meida Chen +2Wildfire SpreadLight Detection And Ranging Point Clouds

  18. Evaluating the Generalizability of Foundation Models for Extreme Environmental Events: Case Study of California Wildfire PM2.5

    Jul 8, 2026Yongcan Huang, Li Jiang, Ze Yu LiuWildfire PredictionTime Series Foundation Models

  19. Second MOASEI Competition at AAMAS'2026: A Technical Report

    Jul 3, 2026Ceferino Patino, Tyler J. Billings, Alireza Saleh Abadi +4Multi-Agent SystemsAgentic Evaluations

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

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

  21. A Model-Driven Approach for Developing Families of Reinforcement Learning Environments

    Jun 18, 2026Xiaoran Liu, Istvan DavidEnvironmentFamily

  22. Integrating national forest inventory, airborne lidar, and satellite imagery for wall-to-wall mapping of forest structure with computer vision

    Jun 18, 2026Luke J. Zachmann, David D. Diaz, Vincent A. Landau +8Forest InventoryCanopy

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

    Jun 16, 2026Lina Magoula, Nikolaos Koursioumpas, Nancy Alonistioti +1Wildfire DetectionMulti-Robot Systems

  24. Spatio-Temporal Wildfire Spread Prediction in Canada using a Video Swin-Hybrid-U-Net and Satellite Imagery

    Jun 15, 2026Maulik Srivastava, Esha Saha, Hao WangWildfire PredictionSatellite Imagery

  25. ShearFuse-UNet: Hadamard, DCT, and Shearlet Transform Fusion for Next-Day Wildfire Spread Prediction

    Jun 12, 2026Ene Meco, Yingyi Luo, Emadeldeen Hamdan +2Wildfire PredictionU-Net

  26. Aerial Wildfire Suppression Planning with a Hybrid CNN-Cellular Automata Fire Model

    Jun 11, 2026Ion Matei, Maksym Zhenirovskyy, Takuya Kurihana +2Wildfire PredictionNeural Cellular Automata

  27. Neural-Parameterized Cellular Automata for Wildfire Spread

    Jun 10, 2026Maksym Zhenirovskyy, Ion Matei, Rohit Vuppala +2Wildfire PredictionWildfire Spread

  28. 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 Prediction

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

    Jun 2, 2026Idan Refaeli, Maya Swisa, Itay Buchnik +5Wildfire DetectionNeural Network Verification

  30. Does Your Wildfire Prediction Model Actually Work, or Just Score Well?

    May 14, 2026Yangshuang Xu, Yuyang Dai, Liling Chang +2Wildfire PredictionModel Evaluation

  31. Environment-Adaptive Preference Optimization for Wildfire Prediction

    May 12, 2026Enyi Jiang, Wu SunWildfire PredictionSpatiotemporal Prediction

  32. Set Prediction for Next-Day Active Fire Forecasting

    May 11, 2026Yuchen Bai, Georgios Athanasiou, Xin Yu +4Wildfire Prediction

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

    May 7, 2026Matthias Rötzer, Veronika Pörtge, Martin Ickerott +6Wildfire DetectionThermal Imaging

  34. Predictive and Prescriptive AI toward Optimizing Wildfire Suppression

    May 6, 2026Leonard Boussioux, Alexandre Jacquillat, Ryne Reger +1Wildfire SpreadArtificial Intelligence Systems

  35. Enabling Real-Time Training of a Wildfire-to-Smoke Map with Multilinear Operators

    May 5, 2026Zachary Morrow, Joseph Crockett, John D. Jakeman +1Wildfire PredictionFlames

  36. Boundary-Aware Uncertainty Quantification for Wildfire Spread Prediction

    May 4, 2026Jonas V. FunkWildfire PredictionWildfire Spread

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

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

  38. 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 DetectionDeep Learning Framework

  39. Machine Learning Guided Optimal Transmission Switching to Mitigate Wildfire Ignition Risk

    Oct 29, 2025Weimin Huang, Ryan Piansky, Bistra Dilkina +1Wildfire SpreadMixed-Integer Programming

  40. CanadaFireSat: Toward high-resolution wildfire forecasting with multiple modalities

    Jun 10, 2025Hugo Porta, Emanuele Dalsasso, Jessica L. McCarty +1Wildfire PredictionMultimodal Deep Learning

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

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