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cs.CV2025
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,…
cs.LG2025
Open Set Label Shift with Test Time Out-of-Distribution Reference
Changkun Ye, Russell Tsuchida, Lars Petersson +1
Open set label shift (OSLS) occurs when label distributions change from a source to a target distribution, and the target distribution has an additional out-of-distribution (OOD) c…