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ASPRS 2021 Workshop: UNet Deep Learning Image Classification using the ArcGIS Pro Image Analyst Extension

May 20 @ 10:00 AM - 2:15 PM EDT

Instructor(s)

Amr Abd-Elrahman, University of Florida


This workshop introduces:

  • Pixel- and object-based image classification using traditional (Support Vector Machine and Random Forests) machine learning algorithms
  • Building models for data preparation and experiment with different classification parameters
  • Deep learning semantic segmentation using the UNet Model applied on wetland land cover classification
  • Participants will be briefly introduced to necessary theoretical background information as well as practical implementation. The workshop will present a complete workflow with clear implementation instructions.

Outline:

  • Introduction to image classification concepts and machine learning algorithms
  • Preparing training datasets for the UNet deep learning model
  • Training the UNet Model
  • Image classification and accuracy assessment using the UNet Model

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Details

Date:
May 20
Time:
10:00 AM - 2:15 PM EDT
Event Category:
Website:
https://my.asprs.org/ASPRSMember/Events/Event_Display.aspx?EventKey=WK210520