Deep learning has done exceedingly well in computer vision. This is particularly useful for GIS applications because satellite, aerial, and drone imagery is collected at a rate that makes it impossible to analyze using traditional methods. In this demo-rich session, learn about the extensive deep learning capabilities for imagery and 3D data. We will demonstrate object detection, pixel classification, image translation, and object classification using imagery, along with point cloud classification and 3D object detection using 3D data.
Session Level: Intermediate
📚 Resources
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- ArcGIS pretrained models: https://livingatlas.arcgis.com/en/browse/#d=2&type=tool&itemTypes=Deep+Learning+Package
- ArcGIS API for Python with arcgis.learn module - https://developers.arcgis.com/python/
- Samples - https://developers.arcgis.com/python/samples/
- Guides - https://developers.arcgis.com/python/
- GeoAl Blog - https://medium.com/geoai
Questions? We'd love to answer them on Esri Community!
💬 Community forums: https://community.esri.com/t5/developers/ct-p/developers
📹 More Esri Developer Summit 2024 videos
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Mediaspace (all): https://mediaspace.esri.com/channel/2024+Esri+Developer+Summit/325483122
YouTube: https://www.youtube.com/playlist?list=PL0VMTWv3XRwXlVEMgQxTrux6Tlk4DTWGO
🕑 Chapters
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00:00 Speakers and session intro
01:11 What is GeoAI
02:47 Deep Learning in ArcGIS
04:21 GeoAI: Imagery
05:18 Model types for each task
07:25 3D Deep learning
08:16 Deep learning in ArcGIS
09:18 Pretrained models
10:32 Demo: Using pre-trained models
13:36 Demo: Combine with Pro tools
14:20 Demo: Extract features and apply rules
15:21 Demo: 3D data
16:32 Demo: Vegetation encroachment detection
19:16 Demo: Segment Anything Model (SAM)
23:12 GeoAI tools and apps
24:46 Deep learning studio
26:44 Demo: Deep learning studio
30:30 Demo: Deep learning in ArcGIS Pro
35:12 Woolsey fires damage assessment
36:14 Productivity enhancements for deep learning
37:38 3D Deep Learning Tools and API
38:57 3D Object detection in a point cloud
40:15 3D object detection using point cloud
44:24 Railway asset extraction
48:00 An end-to-end GeoAI system
50:43 Resources
51:26 Q&A
👉 Follow us
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🔔 Subscribe to Esri Developers on YouTube: https://www.youtube.com/@EsriDevs
🔴 Videos at Esri Mediaspace: https://bit.ly/3MXWbqq
❎ @EsriDevs on X: https://x.com/EsriDevs
❎ @EsriDevEvents on X: https://x.com/EsriDevEvents
❎ @EsriStartups: https://x.com/EsriStartups
🐙 GitHub: https://github.com/esri & https://github.com/EsriDevEvents
🏷️ Tags
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#EsriDevelopers #developers #EsriDevSummit2024 #maps #geoai #esri #arcgis #geodev #gis #geospatial #spatialdata #geospatialdata #geo #locationintelligence #artificialintelligence #ai #objectdetection #deeplearningmodels
Runtime 00:57:24
mapping, esri, arcgis, webmapping, location intelligence, data visualization, basemaps, maps, geolocation, geospatial, gis, location, geo, coordinates, geospatial-data, spatial-data, developers,
