Object Detection & Deep Learning
ENV 859 - Geospatial Data Analytics | Fall 2025 | Instructor: John Fay
Resources
- ESRI Video on Object Detection/Deep Learning workflow (~8 minutes):
https://www.youtube.com/watch?v=g0FDARaciiI - ESRI MOOC materials on Object Detection & Pattern Recognition:
https://duke.box.com/s/ylm9fcdasobdayng1wt04cxb09tvqck8 - Sample notebooks for performing deep learning:
https://developers.arcgis.com/python/samples/- In the menu on the left side, select
Deep Learning>2D Computer Vision>Feature Extraction
- In the menu on the left side, select
- USGS Tutorial on working with LiDAR point cloud data:
https://www.youtube.com/watch?v=g4gGhKkUUHY - ESRI Pretrained Deep Learning Models
- Overview: https://www.esri.com/en-us/arcgis/deep-learning-models (with videos)
- Story map: https://storymaps.arcgis.com/stories/176f33f8b7fa44ee875923be1e5df4c2
- Using Drone2Map to process drone data:
https://learn.arcgis.com/en/projects/get-started-with-arcgis-drone2map/ - Dave Johnston’s Lab - Code Archives:
https://marineuas.net/UAS/code-data/