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urop – AI Model by loki200519 | AlphaNeural AI
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UROP — Physics-Informed UNet++ for Multi-Hazard Detection
Overview
Physics-informed deep learning model for large-scale multi-hazard segmentation using satellite imagery (SAR + optical).
Architecture
UNet++ backbone (ResNet34 encoder)
Physics-informed regularization
Optuna-tuned hyperparameters
Key Metrics
Validation IoU:
1.00
Inference: FP16 GPU streaming (Kaggle)
Files
model_logits_traced.pt
— TorchScript
model_logits_dynamic.onnx
— ONNX
metrics.json
— evaluation
optuna_best.json
— hyperparameters
License
Apache-2.0
