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See a better world.™
Satellite Imagery and Machine Learning
MAPPING AND SHAPING OUR UNDERSTANDING OF THE WORLD
DigitalGlobe® Proprietary and Business Confidential
It’s a BIG planet
2
DigitalGlobe® Proprietary and Business Confidential3
DigitalGlobe® Proprietary and Business Confidential
The market leader in remote sensing
4
IKONOS®
.82 meter
resolution
9 m CE90
QuickBird®
.65 meter
resolution
23 m CE90
WorldView-4®
.30 meter
Resolution
<3.0 m CE90
WorldView-3®
.30 meter
resolution
<3.0 m CE90
WorldView-2®
.46 meter
resolution
<3.5 m CE90
GeoEye-1®
.46 meter
resolution
<3.5 m CE90
WorldView-
1®
.50 meter
resolution
<4 m CE90
AVAILABLE VIA DIGITALGLOBE ARCHIVE
CURRENTLY IMAGING IN ORBIT
DigitalGlobe® Proprietary and Business Confidential5
DigitalGlobe® Proprietary and Business Confidential6
DigitalGlobe® Proprietary and Business Confidential
We captured these data boulders …
7
But they were stuck “in jail”
DigitalGlobe® Proprietary and Business Confidential8
DigitalGlobe® Proprietary and Business Confidential
Deep Learning
hidden layer 1 hidden layer 2 hidden layer 3
DigitalGlobe® Proprietary and Business Confidential
DigitalGlobe® Proprietary and Business Confidential
Building Footprints
11
DigitalGlobe® Proprietary and Business Confidential
Building Footprints
12
DigitalGlobe® Proprietary and Business Confidential
Building Footprints
13
DigitalGlobe® Proprietary and Business Confidential
Building country-scale geo databases
14
~13,000,000 structures
DigitalGlobe® Proprietary and Business Confidential15
DigitalGlobe® Proprietary and Business Confidential16
DigitalGlobe® Proprietary and Business Confidential17
DigitalGlobe® Proprietary and Business Confidential18
DigitalGlobe® Proprietary and Business Confidential19
DigitalGlobe® Proprietary and Business Confidential20
DigitalGlobe® Proprietary and Business Confidential
… including roof types (from SWIR)
21
Introducing “Penny”
22
Interactive AI applied to imagery
… on GBDX
Penny is a collaboration
between DigitalGlobe,
Stamen Design, and
Carnegie Mellon University
Penny is an
implementation of
resnet50 and will be
available as a GBDX task
Penny allows users to explore the
power of machine learning applied
to satellite imagery through a
simple visual interface.
Using a deep neural net trained on
DG imagery, Penny predicts
median income by looking at a city
Users can compare
what Penny “thinks” to
what the census tells us
But the real value comes in
allowing users to explore
how changing surface
features changes Penny’s
perception of wealth
Stubborn
Computers
26
DigitalGlobe Proprietary and Business Confidential
7th April
8th April
9th April
Flooding Analysis using Analytics
7th April
9th April
8th April
36
DigitalGlobe Proprietary and Business Confidential
Flood detection + street and property data
28
DigitalGlobe Proprietary and Business Confidential
Haiti - Hurricane Matthew (2016)
29
DigitalGlobe Proprietary and Business Confidential
Global
Anytime
Scale
Impact
The Role of DigitalGlobe > Location Information
8
DigitalGlobe Proprietary and Business Confidential
DigitalGlobe Solution Advancements
TECHNOLOGY
Satellite, Infrastructure, Resolution,
Accuracy
ACCESS
Global Archive, on- demand – in the cloud
INFORMATION
World Imagery, Spectral & Elevation Data
ANALYTICS
Identification, extraction, change
detection, measurement & Prediction
Understand, Measure & Minimize Risk from the desktop
9
DigitalGlobe Proprietary and Business Confidential
See a better world.™

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