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Author

Erik Cambria

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Book Open access Aug 2026

OmniClimate-TC: Physics-Aware Visual Abstractions for Multimodal Vision–Language Reasoning over Tropical Cyclones

Meteorological reanalysis encodes extreme weather through continuous, physically constrained fields, posing a fundamental challenge for vision–language models (VLMs) whose perceptual assumptions are shaped by natural images. Tropical cyclones exemplify this mismatch: critical properties such as intensity extrema, asymm...

Lu-Wei Xiao, Xin Wang, Keane Ong et al. · 0 citations

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