Flood Forecasting with Sentinel-2 Images Using Machine Learning

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Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1Rapid Flood Mapping from Aerial Imagery Using Fine-Tuned SAM and ResNet-Backboned U-Net2025
2. 2Large-Scale Flood Detection and Mapping in the Yangtze River Basin (2016–2021) Using Convolutional Neural Networks with Sentinel-1 SAR Images2025
3. 3A Hybrid MobileNet-DenseNet Model for Flood Rate Prediction2025
4. 4River Area Segmentation Using Sentinel-1 SAR Imagery with Deep-Learning Approach2025
5. 5Video-Based Deep Learning Approach for Water Level Monitoring in Reservoirs2025