Cross-modal distillation for flood extent mapping

The increasing intensity and frequency of floods is one of the many consequences of our changing climate. In this work, we explore ML techniques that improve the flood detection module of an operational early flood warning system. Our method exploits an unlabeled dataset of paired multi-spectral and...

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Bibliographic Details
Main Authors: Shubhika Garg, Ben Feinstein, Shahar Timnat, Vishal Batchu, Gideon Dror, Adi Gerzi Rosenthal, Varun Gulshan
Format: Article
Language:English
Published: Cambridge University Press 2023-01-01
Series:Environmental Data Science
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S2634460223000341/type/journal_article