What are pretrained deep learning models?
ArcGIS pretrained deep learning models eliminate the need for huge volumes of training data, massive compute resources, and extensive artificial intelligence (AI) knowledge. Accelerate your geospatial workflows with built-in expertise and resources designed specifically for image feature extraction, land-cover classification, image redaction, and detecting objects. Automate the way you extract meaningful insights from imagery, point clouds, and video.
Types of models
Pretrained deep learning models perform tasks, such as feature extraction, classification, redaction, detection, and tracking, to derive meaningful insights from large amounts of imagery. Solve problems for infrastructure planning and a variety of other applications.
How it works
Choose your tool
Open your ArcGIS client application and launch your tool of choice (e.g., detect objects, classify objects, classify pixels).
Select your input
Point to the imagery you want to extract information from.
Browse for your desired pretrained deep learning model and run your analysis.
Extracting railway assets from lidar from L&T
View Esri’s pretrained models at work with a demonstration of railway asset data extraction using LIDAR data and GeoAI from Larsen & Toubro (L&T).
Find your ArcGIS product
Pretrained models are designed to support and enhance your workflows regardless of your ArcGIS deployment. To run these models, you will need an ArcGIS Online, ArcGIS Pro, or ArcGIS Enterprise license along with the relevant extensions.