Flood change detection model based on an improved U-net network and multi-head attention mechanism

Abstract This work aims to improve the accuracy and efficiency of flood disaster monitoring, including monitoring before, during, and after the flood, to achieve accurate extraction of flood disaster change information. A modified U-Net network model, incorporating the Transformer multi-head attenti...

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Bibliographic Details
Main Authors: Fajing Wang, Xu Feng
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-87851-6
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