PyroStack: A Multi-Band Spatio-Temporal Sub-Daily Dataset for Wildfires in the United States

arXiv:2609.36315 · cs.LG, cs.AI, cs.CV · Submitted 2026-09-28 · Read on arXiv

cs.LG, cs.AI, cs.CV

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/aryarksub/PyroStack

Project page: https://pyregence.github.io/pyretechnics/#undefined

Terminology

• Fuel Moisture — 27× in this paper
• Fuel Structure — 19× in this paper
• Consistency — 6× in this paper · explained in 3 episodes
• Benchmarking — 5× in this paper · explained in 3 episodes
• European Centre for Medium-Range Weather Forecasts — 5× in this paper
• Benchmark — 4× in this paper · explained in 2 episodes
• Transformer — 4× in this paper · explained in 2 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Final Fire Area — 3× in this paper
• Accuracy — 2× in this paper · explained in 1 episode
• Across the United States — 2× in this paper
• Alignment — 2× in this paper · explained in 1 episode
• Calibration — 2× in this paper · explained in 7 episodes
• National Oceanic and Atmospheric Administration — 2× in this paper
• Temporal consistency — 2× in this paper · explained in 2 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Ecological Features — 1× in this paper
• Fire Event Data Suite — 1× in this paper
• Generalization — 1× in this paper · explained in 13 episodes
• Integrated Forecasting System — 1× in this paper
• Objective Function — 1× in this paper · explained in 2 episodes
• Progressive Fire Area — 1× in this paper
• Real Time Mesoscale Analysis — 1× in this paper
• Standardized Benchmarks — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes
• Verification — 1× in this paper · explained in 2 episodes
• Visible Infrared Imaging Radiometer Suite — 1× in this paper
• Vision Transformer (ViT) — 1× in this paper · explained in 2 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• California Wildfire Inventory (CAWFI): An Extensive Dataset for Predictive Techniques based on Artificial Intelligence
• IberFire -- a detailed creation of a spatio-temporal dataset for wildfire risk assessment in Spain
• BCWildfire: A Long-term Multi-factor Dataset and Deep Learning Benchmark for Boreal Wildfire Risk Prediction

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