Deep Learning with Imagery and 3D Data | скачать в хорошем качестве

Deep Learning with Imagery and 3D Data |

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 ============= ArcGIS pretrained models: https://livingatlas.arcgis.com/en/bro... ArcGIS API for Python with arcgis.learn module - https://developers.arcgis.com/python/ Samples - https://developers.arcgis.com/python/... Guides - https://developers.arcgis.com/python/ GeoAl Blog -   / geoai   Questions? We'd love to answer them on Esri Community! 💬 Community forums: https://community.esri.com/t5/develop... 📹 More Esri Developer Summit 2024 videos ============= Mediaspace (all): https://mediaspace.esri.com/channel/2... YouTube:    • Esri Developer Summit 2024 | #EsriDev...   🕑 Chapters ============ 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 ============= 🔔 Subscribe to Esri Developers on YouTube:    / @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 ============= #developers #EsriDevSummit2024 #maps #geoai #esri #arcgis #geodev #gis #geospatial #spatialdata #geospatialdata #geo #locationintelligence #artificialintelligence #ai #objectdetection #deeplearning