Deep learning based flood segmentation: evaluating EfficientNet and ResNet for UNet, SegNet and DeepLabV3+
Deep learning based flood segmentation: evaluating EfficientNet and ResNet for UNet, SegNet and DeepLabV3+
Şeyda Karcı,Elif Özceylan Aslan,Kazım Yıldız,Önder Demir
2026 · DOI: 10.1007/s11069-026-07972-7
Natural Hazards · 0 Citations
TLDR
A systematic comparison of three state-of-the-art deep learning segmentation architectures paired with either EfficientNet or ResNet backbones offers a practical, scalable solution for real-world disaster management, enabling faster damage assessment, optimized resource allocation, and improved flood response.