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

arXiv:2606.10174 · cs.CV · Submitted 2026-06-08 · Read on arXiv

cs.CV

Submitted: 2026-06-08

Updated: 2026-09-16

Code: https://github.com/aiformankind/wildfire-smoke-dataset

Terminology

Robustness — 16× in this paper · explained in 5 episodes
Generalization — 13× in this paper · explained in 13 episodes
Benchmark — 10× in this paper · explained in 2 episodes
Transformer — 8× in this paper · explained in 2 episodes
Computational overhead — 6× in this paper · explained in 2 episodes
Benchmarking — 5× in this paper · explained in 3 episodes
Accuracy — 4× in this paper · explained in 1 episode
Transfer Learning — 3× in this paper · explained in 10 episodes
Ablation — 2× in this paper · explained in 1 episode
Ablation Studies — 2× in this paper · explained in 1 episode
Adam — 2× in this paper · explained in 2 episodes
Consistency — 1× in this paper · explained in 3 episodes
Data Augmentation — 1× in this paper · explained in 7 episodes
Energy Efficiency — 1× in this paper · explained in 3 episodes
Representation Learning — 1× in this paper · explained in 2 episodes
Temporal consistency — 1× in this paper · explained in 2 episodes
Two-Stage Framework — 1× in this paper · explained in 2 episodes

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