SmokeBench: Evaluating Multimodal Large Language Models for Wildfire Smoke Detection

Tianye Qi, Weihao Li, Nick Barnes

Wildfire smoke is transparent, amorphous, and often visually confounded with clouds, making early-stage detection particularly challenging. In this work, we introduce a benchmark,…