This release of FloodDetectionNet, version 2.8.6, enhances the flood detection capabilities using the U-Net architecture with an improved attention mechanism. Users can expect better accuracy and faster processing times in identifying flood-prone areas. We continue to refine the model based on user feedback and recent advancements in deep learning.