Deep Learning in ArcGIS Pro Part 4 - Creating a deep learning dataset and saving the labels
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- Опубликовано: 10 сен 2024
- Summary:
Are you looking to get started with ArcGIS Pro and the Deep Learning toolbox? Here is a walkthrough of how to get started in Deep Learning, with some tips and tricks along the way.
In this video, we go through how to create a deep learning dataset from your data and saving out these classifications.
Readings:
Please review this documentation before starting:
pro.arcgis.com...
pro.arcgis.com...
pro.arcgis.com...
pro.arcgis.com...
Videos:
Deep Learning in ArcGIS Pro Part 1 - Getting the Deep Learning Framework set up in Python
Deep Learning in ArcGIS Pro Part 2 - Assessing streaming Sentinel 2 API Data
Deep Learning in ArcGIS Pro Part 3 - Exporting and Saving Sentinel 2 Data
Deep Learning in ArcGIS Pro Part 4 - Creating a deep learning dataset and saving the labels
Deep Learning in ArcGIS Pro Part 5 - Running the deep learning model in ArcGIS Pro
Note: You must have the following to run this tutorial:
1. ArcGIS Pro version 2.5 or higher
2. Image Analyst Extension
Code I used (for copy and paste):
// Setup conda environment - run once
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\conda.exe" create --name deeplearning --clone arcgispro-py3
// Activate the environment
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\activate" deeplearning
// Install packages
conda install tensorflow-gpu=1.14.0
conda install keras-gpu=2.2.4
conda install scikit-image=0.15.0
conda install Pillow=6.1.0
conda install fastai=1.0.54
conda install pytorch=1.1.0
conda install libtiff=4.0.10 --no-deps
// Tell ArcGIS Pro to use this environment
"C:\Program Files\ArcGIS\Pro\bin\Python\Scripts\proswap" deeplearning
i can only zoom in/out in labeling object. thank you for talk "escape key" haha