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PyTorch Building Damage Classification Example in ArcGIS Pro

Step 0. Download test deep learning model, image and input feature class from the link here. You can use Train Deep Learning Model geoprocessing tool to train your own deep learning model, specify the model type as "FeatureClassifier".

Step 1. Open "Classify Object Using Deep Learning" geoprocessing tool.

Step 2. Fill in the parameters.

Parameter Value
Input Raster inputs/image.jpg
Input Features inputs/DemoProject.gdb/InputFeatures
Input Model Definition File model/woolseyFire_600_50.emd
Arguments batch_size:16
Step 3. Run the GP tool.