Get ready for deep learning in ArcGIS Pro

Install the deep learning libraries needed to run deep learning workflows in ArcGIS Pro, and learn to troubleshoot the most common issues.

  • 15mins
  • Tutorial

Detect objects with Text SAM

Use a multi-purpose GeoAI model with a free-form language prompt to detect boats in Copenhagen imagery.

  • 25mins
  • Tutorial

Detect objects with a deep learning pretrained model

Use a GeoAI tool and a pretrained model to automate palm tree detection.

  • 20mins
  • Tutorial

Improve a deep learning model with transfer learning

Use transfer learning to fine-tune a deep learning pretrained model in ArcGIS Pro and obtain enhanced results when extracting building footprints in a Seattle neighborhood.

  • 1hr(s) 30mins
  • Tutorial

Extract high-resolution land cover with GeoAI

Use a deep learning pretrained model to extract land cover from high-resolution drone imagery.

  • 30mins
  • Tutorial

Identify infrastructure at risk of landslides in ArcGIS Pro

Extract building footprints from imagery using deep learning and apply raster functions to perform a landslide susceptibility analysis.

  • 1hr(s)
  • Tutorial

Map floods with SAR data and deep learning

Use a deep learning pretrained model to extract water pixels from pre- and post- flood Sentinel-1 datasets, and perform change detection analysis to identify flooded areas in the St. Louis, Missouri region in 2019.

  • 45mins
  • Tutorial

Classifying objects using deep learning in ArcGIS Pro

Perform automated damage assessment of homes after the devastating Woolsey fires.

  • 1hr(s) 15mins
  • Website & Guide

Classify mangroves using deep learning

Use deep learning to determine the extent of mangrove forests in Mumbai, India and how their footprints have changed over time.

  • 1hr(s) 15mins
  • Tutorial

Classify power lines using deep learning

Perform lidar point cloud classification using deep learning techniques to classify power lines.

  • 1hr(s) 30mins
  • Tutorial

Train a model to identify street signs

Build and verify a model that can be used to automatically identify street signs with ArcGIS Survey123.

  • 1hr(s)
  • Tutorial

Train a model using automated deep learning

Use the Train Using AutoDL tool to train several deep learning models and pick the best performing one for a pixel-level land cover classification task.

  • 40mins
  • Tutorial