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We have the technology…
We have the data…
What next?
John Murray
Fusion Data Science/University of Liverpool
@MurrayData
LiDAR Aerial ‘Grid’ View
2
LiDAR Aerial ‘Grid’ View – iCentrum Site
3
LiDAR Point Cloud – Liverpool Waterfront
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LiDAR – UCL London - Raw
5
LiDAR – UCL London - Filter
6
LiDAR – UCL London – Edge Detection
7
LiDAR – UCL London – OS OpenMap Buildings
8
LiDAR – UCL London – LiDAR Derived Buildings
9
GPU Technology
GPU Technology – Autonomous Vehicles
Commodity Gaming Hardware
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Deep Learning – Object Recognition
Deep Learning – Object Recognition
Deep Learning – Object Recognition
Deep Learning – Object Recognition
Deep Learning – Object Detection
Deep Learning – Object Detection
Deep Learning – Object Detection
Deep Learning – Object Detection in LiDAR
Deep Learning – Object Detection in LiDAR
Deep Learning – Object Detection in LiDAR
Deep Learning – Image Segmentation
Questions and Demo
Geographic Data Science Lab
University of Liverpool
geographicdatascience.com
Prochain SlideShare
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We have the technology... We have the data... What next?

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A presentation by John Murray from Fusion Data Science given at EDINA's GeoForum 2017 about the use of Lidar Data and the technology and techniques that can be used on it to create useful datasets.

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We have the technology... We have the data... What next?

  1. 1. 1 We have the technology… We have the data… What next? John Murray Fusion Data Science/University of Liverpool @MurrayData
  2. 2. LiDAR Aerial ‘Grid’ View 2
  3. 3. LiDAR Aerial ‘Grid’ View – iCentrum Site 3
  4. 4. LiDAR Point Cloud – Liverpool Waterfront 4
  5. 5. LiDAR – UCL London - Raw 5
  6. 6. LiDAR – UCL London - Filter 6
  7. 7. LiDAR – UCL London – Edge Detection 7
  8. 8. LiDAR – UCL London – OS OpenMap Buildings 8
  9. 9. LiDAR – UCL London – LiDAR Derived Buildings 9
  10. 10. GPU Technology
  11. 11. GPU Technology – Autonomous Vehicles
  12. 12. Commodity Gaming Hardware 12
  13. 13. Deep Learning – Object Recognition
  14. 14. Deep Learning – Object Recognition
  15. 15. Deep Learning – Object Recognition
  16. 16. Deep Learning – Object Recognition
  17. 17. Deep Learning – Object Detection
  18. 18. Deep Learning – Object Detection
  19. 19. Deep Learning – Object Detection
  20. 20. Deep Learning – Object Detection in LiDAR
  21. 21. Deep Learning – Object Detection in LiDAR
  22. 22. Deep Learning – Object Detection in LiDAR
  23. 23. Deep Learning – Image Segmentation
  24. 24. Questions and Demo Geographic Data Science Lab University of Liverpool geographicdatascience.com

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