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+ ---
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+ license: mit
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+ tags:
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+ - pytorch
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+ - pytorch-lightning
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+ - dem
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+ - super-resolution
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+ - remote-sensing
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+ ---
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+
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+ # DEM Super-Resolution Model
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+
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+ This is a trained PyTorch Lightning model for super-resolving 30m SRTM DEMs to 10m resolution using Sentinel-2 imagery.
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+
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+ ## Model Details
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+ - **Architecture**: U-Net with ResNet34 encoder
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+ - **Input Channels**: 7 (SRTM, RGB, NIR, NDVI, mask)
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+ - **Output**: Residual corrections for DEM super-resolution
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+ - **Training Data**: McKinley Mine LiDAR DEM
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+ - **Inference**: Applied to Marrakech, Morocco
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+
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+ ## Usage
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+ ```python
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+ import torch
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+ from your_model_loading_code import DeepDEMRefinement
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+
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+ model = DeepDEMRefinement.load_from_checkpoint("deepdem_model.ckpt")
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+ # Use as needed