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Esri / raster-deep-learning

ArcGIS built-in python raster functions for deep learning to get you started fast.
Apache License 2.0
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TensorFlow Model training #10

Closed dainius-kavoliunas closed 5 years ago

dainius-kavoliunas commented 5 years ago

Hi, Can you share a workflow how you trained tree detection or land classification model? Thanks!

sang4758 commented 5 years ago

Hi @dainius-kavoliunas , You can train using a no. different Deep Learning frameworks whether its Tensorflow , PyTorch, Keras, CNTK. If you are interested in Tensorflow , you can use the Tensorflow Object Detection API to train this. Here is the link to the github repo... https://github.com/tensorflow/models/tree/master/research/object_detection There are some tutorials on this online... Here is one...https://github.com/EdjeElectronics/TensorFlow-Object-Detection-API-Tutorial-Train-Multiple-Objects-Windows-10 If you are not specific about the framwork , ArcGIS has built in learn modules using PyTorch in the ArcGIS API for Python that you can use for training... Here is the reference.. https://esri.github.io/arcgis-python-api/apidoc/html/arcgis.learn ... A sample notebook is here ... https://github.com/Esri/arcgis-python-api/blob/master/samples/04_gis_analysts_data_scientists/detecting_swimming_pools_using_satellite_image_and_deep_learning.ipynb . Hope this helps.