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Urban Flood-Depth Estimation from Crowdsourced Image–Text Data Using Reference-Object Reasoning and Conditional Fusion

Crowdsourced image-text data enables urban flood-depth estimation via reference-object reasoning and conditional multimodal fusion as auxiliary disaster evidence.

Yong Zhang, Yaqin Sun, Xun Zhou, Yifan Zhang and 2 more

Published Sep 20, 2026 · 0 citations

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AI panel: 6 of 20 reviewers recommend it
lenient 3/5
medium 2/10
strict 1/5