1

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

4

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

12

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