ArcGIS Lab

Classifying Objects Using Deep Learning in ArcGIS Pro

 
(98)
1 Hour,
20 Minutes
Free

The 2018 Woolsey Fire burned thousands of acres of land in Southern California. In the past, analysts had to manually review aerial images to determine the scope of building damage. Deep learning can automate this process. In this ArcGIS lab, you will play the role of a wildfire analyst. First, you will prepare aerial imagery and training sample data. Then, you will train a deep learning model to classify buildings as damaged or undamaged. Finally, you will apply and evaluate the accuracy of your model.


  • Prepare data for use in training a deep learning model in ArcGIS Pro.
  • Use a training sample to train a deep learning model in ArcGIS Pro.
  • Apply an object classification model to a given scenario in ArcGIS Pro.

There are multiple versions of this course available.

ArcGIS Pro 3.4

To complete exercises, you need the following:

  • ArcGIS Pro 3.4 (Standard or Advanced)
  • ArcGIS Image Analyst
ArcGIS Pro 3.3

To complete exercises, you need the following:

  • ArcGIS Pro 3.3 (Standard or Advanced)
  • ArcGIS Image Analyst