Ready-to-Use Geospatial Deep Learning Models

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05-20-2021 11:52 AM
CanserinaKurnia
Esri Contributor
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With the vast availability of imagery that is streaming down daily from a variety of sensors, the need for artificial intelligence (AI) to automate feature extraction is increasing.  Many use cases are now available, showing the benefit of using this cutting edge of technology.  

Universities have started incorporating deep learning/AI into their teaching and research. To support, Esri is providing ready-to-use geospatial AI models in the ArcGIS Living Atlas of the World.   There are currently 20 deep learning models have been made available.   The ability to train more than a dozen deep learning models on geospatial datasets and derive information products is available using the ArcGIS API for Python or ArcGIS Pro. Users can also scale up processing using ArcGIS Image Server.

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Following are a list of resources to get familiar with these ready-to-use deep learning models and how to get started. 

Ready-to-use Deep Learning Models

DL Libraries Installer

GeoAI

Notebooks

Community

 

Please feel free to contact me at ckurnia@esri.com if you are interested in adopting these deep learning model for your classroom, research, or have any additional questions.

About the Author
Canserina Kurnia is a GIS professional with over 20 years of experience. She currently holds the position as a Senior Solution Engineer at Esri, at their headquarter office in Redlands, California. Her main role is to provide technical advices and assistance to universities globally, in advancing their GIS technology for teaching and research.