Cover Image

Deep Learning for Wildfire Risk Prediction: Integrating Remote Sensing and Environmental Data

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Zhengsen, Li, Jonathan, Cheng, Sibo, Rui, Xue, Zhao, Yu, He, Hongjie, Guan, Haiyan, Sharma, Aryan, Erxleben, Matthew, Chang, Ryan, Xu, Linlin
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Comparative and Interpretative Analysis of CNN and Transformer Models in Predicting Wildfire Spread Using Remote Sensing Data
by: Zhou, Yihang, et al.
Published: (2025)

BCWildfire: A Long-term Multi-factor Dataset and Deep Learning Benchmark for Boreal Wildfire Risk Prediction
by: Xu, Zhengsen, et al.
Published: (2025)

Trustworthy Data-Driven Wildfire Risk Prediction and Understanding in Western Canada
by: Xu, Zhengsen, et al.
Published: (2026)

Rapid Forest Fuel Load Estimation via Virtual Remote Sensing and Metric-Scale Feed-Forward 3D Reconstruction
by: Wu, Quanyun, et al.
Published: (2026)

Kritische Theorie aktualisieren
by: Erxleben, Paul
Published: (2024)

Explainable Global Wildfire Prediction Models using Graph Neural Networks
by: Chen, Dayou, et al.
Published: (2024)

PyTorchFire: A GPU-Accelerated Wildfire Simulator with Differentiable Cellular Automata
by: Xia, Zeyu, et al.
Published: (2025)

Instructor-Worker Large Language Model System for Policy Recommendation: a Case Study on Air Quality Analysis of the January 2025 Los Angeles Wildfires
by: Gao, Kyle, et al.
Published: (2025)

Toward Label‐Efficient Deep Learning Change Detection for Remote Sensing Imagery: A Comprehensive Review
by: Daifeng Peng, et al.
Published: (2025)

Spatial-Temporal-Spectral Mamba with Sparse Deformable Token Sequence for Enhanced MODIS Time Series Classification
by: Dewis, Zack, et al.
Published: (2025)

A Probabilistic Approach to Wildfire Spread Prediction Using a Denoising Diffusion Surrogate Model
by: Yu, Wenbo, et al.
Published: (2025)

PyroFocus: A Deep Learning Approach to Real-Time Wildfire Detection in Multispectral Remote Sensing Imagery
by: Moussa, Mark, et al.
Published: (2025)

Wildfire Risk Assessment to Overhead Transmission‐Line Based on Improved Analytic Hierarchy Process
by: Jun Xu, et al.
Published: (2024)

Probabilistic Wildfire Susceptibility from Remote Sensing Using Random Forests and SHAP
by: Cheerala, Udaya Bhasker, et al.
Published: (2025)

Enhanced 3D Urban Scene Reconstruction and Point Cloud Densification using Gaussian Splatting and Google Earth Imagery
by: Gao, Kyle, et al.
Published: (2024)

Sparse Deformable Mamba for Hyperspectral Image Classification
by: Xu, Lincoln Linlin, et al.
Published: (2025)

Clustering-Guided Spatial-Spectral Mamba for Hyperspectral Image Classification
by: Dewis, Zack, et al.
Published: (2026)

Knowledge-Aware Mamba for Joint Change Detection and Classification from MODIS Times Series
by: Xu, Zhengsen, et al.
Published: (2025)

A Review of Deep Learning Methods for Metal Surface Defect Detection
by: Guan Qin, et al.
Published: (2026)

Digital Twin Buildings: 3D Modeling, GIS Integration, and Visual Descriptions Using Gaussian Splatting, ChatGPT/Deepseek, and Google Maps Platform
by: Gao, Kyle, et al.
Published: (2025)

Does Your Wildfire Prediction Model Actually Work, or Just Score Well?
by: Xu, Yangshuang, et al.
Published: (2026)

Deep Learning for Remote Sensing to Improve Flood Inundation Mapping
by: Bhattarai, Yogesh, et al.
Published: (2026)

Advancements in Road Lane Mapping: Comparative Fine-Tuning Analysis of Deep Learning-based Semantic Segmentation Methods Using Aerial Imagery
by: Liu, Willow, et al.
Published: (2024)

Rapid Wildfire Hotspot Detection Using Self-Supervised Learning on Temporal Remote Sensing Data
by: Barco, Luca, et al.
Published: (2024)

An Integrated Model for Financial Risk Assessment of Grid-ignited Wildfires
by: Nematshahi, Saeed, et al.
Published: (2025)

Modeling Adversarial Wildfires for Power Grid Disruption
by: Brun, Matthew, et al.
Published: (2026)

Explainable AI Integrated Feature Engineering for Wildfire Prediction
by: Fan, Di, et al.
Published: (2024)

Multitask GLocal OBIA-Mamba for Sentinel-2 Landcover Mapping
by: Dewis, Zack, et al.
Published: (2025)

Deep Autoencoders for Unsupervised Anomaly Detection in Wildfire Prediction
by: Üstek, İrem, et al.
Published: (2024)

CSFMamba: Cross State Fusion Mamba Operator for Multimodal Remote Sensing Image Classification
by: Wang, Qingyu, et al.
Published: (2025)

NeRF: Neural Radiance Field in 3D Vision: A Comprehensive Review (Updated Post-Gaussian Splatting)
by: Gao, Kyle, et al.
Published: (2022)

Gaussian Building Mesh (GBM): Extract a Building's 3D Mesh with Google Earth and Gaussian Splatting
by: Gao, Kyle, et al.
Published: (2024)

A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction
by: Cheng, Yu, et al.
Published: (2025)

Integrated Communication and Remote Sensing in LEO Satellite Systems: Protocol, Architecture and Prototype
by: Xu, Yichao, et al.
Published: (2025)

Improving Long-term Autoregressive Spatiotemporal Predictions: A Proof of Concept with Fluid Dynamics
by: Zhou, Hao, et al.
Published: (2025)

Haar Nuclear Norms with Applications to Remote Sensing Imagery Restoration
by: Xu, Shuang, et al.
Published: (2024)

Adversarial Robustness for Deep Learning-based Wildfire Prediction Models
by: Ide, Ryo, et al.
Published: (2024)

Causal and Predictive Modeling of Short-Horizon Market Risk and Systematic Alpha Generation Using Hybrid Machine Learning Ensembles
by: Ranjan, Aryan
Published: (2025)

SMARTIES: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images
by: Sumbul, Gencer, et al.
Published: (2025)

Intelligent Environmental Hazards Detection in Transmission Line Construction Area Based on Remote Sensing and GIS
by: Chongming Chen, et al.
Published: (2026)