SlideShare a Scribd company logo
Victoria M Gammino, PhD., MPH
Chief Science Officer
International Meeting on Emerging Diseases, ISID
Vienna, Austria 10 Nov. 2018
Innovations
and
Challenges in
the Use of
Open
Remote-
Sensing Data
and Tools https://earthobservatory.nasa.gov/images/91291/the-ups-and-downs-of-lake-chad 2017
REMOTE SENSING: The science and at of identifying, observing
and measuring an object without coming into direct contact (NASA)
Not Just
Another
Pretty Picture
https://www.cdc.gov/lyme/stats/maps.html
Varies by satellite
and describes the
time it takes for an
individual satellite to
orbit and revisit a
specific area.
Spatial Resolution
Spatial resolution refers to the pixel size
of the satellite image. The lower the
number (e.g., 1m) the finer the clarity of
image)
OPPORTUNITIES
Dramatic Increase In Imagery Supply
Satellite
Drone
Aircraft
https://www.ucsusa.org
Earth Observation Satellites
Internet of Things
RFID
Bluetooth
Biosensors
Mobiles and
Tablets
Cloud Computing
Machine Learning
New Tools for Processing and Analysis
Computer Vision
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensing Data and Tools.
Viral
Hemorrhagic
Fevers
Influenza
Malaria
Disease
Surveillance
BiosecurityOne-Health
Dengue Climate Change
Nipah
The Public Health Context
CHALLENGES
Data producers vs consumers
Widening technology divide
Differential access despite “open”
N
S
The Dual Contexts of Earth Observation
Data Discovery
 Innumerable sources of data
 Velocity and volume
 Storage space and costs
 Inherent complexity
 Data standards
 Catalogs/tagging
 Time, software, expertise
Data
Silos
Ground
Truth
ICT Infrastructure
https://www.fastmetrics.com/internet-connection-speed-by-country.php
Upload/download speeds
limit cloud computing
1GB via 14.4 modem ~ 167
hours
GSDI equally poor or non-
existent
LEADERS CHALLENGERS ASPIRANTS
Advanced NSDI NSDI focused on collection
and aggregation
Basic NSDI, under
development or in planning
National Mapping Agency Thematic layers (cadastral,
topography, utilities and
transport infrastructure)
available every 6-12
months)
Thematic layers of lower
resolution; updates lag 3-5
years
Space Agency EO imagery generally above
3m
Little or no current EO data
Provides general access
Integrated data centers and
data clearinghouses
https://geobuiz.com/geobuiz-2018-report.html
http://apps.who.int/iris/handle/10665/204368
WHAT NEXT
1 Invest in GDSI.
2 Calculate the return on investment.
3 Codify it.
4 Lean further into open data.
DATA
HOARDING
6 WELCOME FAILURE.
ADDITIONAL RESOURCES
https://www.radiant.earth/ ; http://geopode.world/ ;
Resources for Finding and Using Satellite Images by Toby McIntyre (Global Investigative Journalism Network)
https://gijn.org/resources-for-finding-and-using-satellite-images/
Satellite Journalism: The Big Picture by Mark Corcoran (Reuters) https://reutersinstitute.politics.ox.ac.uk/our-
research/satellite-journalism-big-picture
WORKSHOP : Sunday Nov 11th 2018, 1145- 1345 hrs. Klimt1
Additional Slides,
Instructional & Contact Information
Victoria M Gammino, PhD, MPH
Chief Science Officer
Radiant Earth Foundation
p: (202) 986-5471
w: www.radiant.earth
https://medium.com/radiant-earth-insights
https://twitter.com/OurRadiantEarth
https://twitter.com/VictoriaGammino
Webinars and Tutorials
https://www.youtube.com/channel/UCfEmhf6e_y
Ozvh5FzVDmZPg
https://www.facebook.com/OurRadiantEarth/
https://unstats.un.org/unsd/demographic/sources/census/censusdates.htm
Census Conducted Between 2005-2014
https://geobuiz.com/geobuiz-2018-report.html
Country Geospatial Readiness Index-
Assessment Pillars

More Related Content

PDF
IMED 2018: An intro to Remote Sensing and Machine Learning
PDF
Using deep learning in remote sensing
PDF
Machine Learning for Better Maps
PPT
Remote sensing
PPTX
Remote sensing and gis ppt
PDF
Application of Remote Sensing and GIS in Urban Planning
PPTX
Remote sensing and gis
PPT
Remote sensing & Gis
IMED 2018: An intro to Remote Sensing and Machine Learning
Using deep learning in remote sensing
Machine Learning for Better Maps
Remote sensing
Remote sensing and gis ppt
Application of Remote Sensing and GIS in Urban Planning
Remote sensing and gis
Remote sensing & Gis

What's hot (20)

PPTX
Geoinformatics ppt
PPTX
Geoinformatics (1)
PPTX
Module 10 - Section 4: ICTs for understanding and monitoring the environment ...
PPTX
What is GIS?
PPTX
Introduction to Geoinformatics
PPTX
Remote sensing and gis env bio
PDF
Basic remote sensing and gis
PPTX
Introduction to geomatics
PPTX
Geomatics
PPTX
Remote sensing and gps
PPTX
Geographic information system(gis)
PPT
Remote Sensing ppt
PPT
Future direction of geoinfomatics
PPTX
Advantages and disadvantages of Remote Sensing
PDF
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
PDF
Remote sensing with drones: The challenges of obtaining truly quantitative da...
PDF
How can drone data be used in modelling?
PPTX
Remote sensing concept and applications
PPTX
Better Hackathon 2020 ETHZ - Comparing Static And Dynamic Effects Of Earthquakes
PPT
Drones in the Earth Sciences - Opportunities and issues
Geoinformatics ppt
Geoinformatics (1)
Module 10 - Section 4: ICTs for understanding and monitoring the environment ...
What is GIS?
Introduction to Geoinformatics
Remote sensing and gis env bio
Basic remote sensing and gis
Introduction to geomatics
Geomatics
Remote sensing and gps
Geographic information system(gis)
Remote Sensing ppt
Future direction of geoinfomatics
Advantages and disadvantages of Remote Sensing
REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS
Remote sensing with drones: The challenges of obtaining truly quantitative da...
How can drone data be used in modelling?
Remote sensing concept and applications
Better Hackathon 2020 ETHZ - Comparing Static And Dynamic Effects Of Earthquakes
Drones in the Earth Sciences - Opportunities and issues
Ad

Similar to IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensing Data and Tools. (20)

PDF
Geoinformatics
PDF
The role of geospatial information in a hyper connected society
PDF
The role of geospatial information in a hyper connected society
PDF
The role of geospatial information in a hyper connected society
PPTX
Analysis Ready Data workshop - OGC presentation
PDF
GSDI Liaison report on Earth Observation-related activities for the CEOS WGISS
PPTX
Golden Age of Geospatial Data Science
PDF
1_UIM_2tttttttttttttttttvvjjkkfffdssvbjilk024.pdf
PDF
landinfo.com-EIJ.Optical-Article buying optical imagery
PDF
JSTARS-2009-00042_GSI-NRSDL_v2.2.pdf
PPTX
Data sharing: Seeing & Thinking Together
PDF
Spatial data infrastructure in Kyrgyzstan
PDF
OECS GIS Needs Assessment Summary - June 2016
PPTX
RS_GIS_Crop_monitoring-converted.pptx
PDF
Societal Challenges And Geoinformatics Gsa Special Paper 482 A Krishna Sinha
PDF
Software Freedom Day Google Developer Groups On Campus PEC, Thiruvallur.
PPTX
Scientific Knowledge from Geospatial Observations
PDF
FME UC 2014: Hexagon Keynote
PDF
Sdwwg experiences and outlook
PDF
GEO-N-VIRON webinar talk on Geospatial Technology in Sustainable Environment
Geoinformatics
The role of geospatial information in a hyper connected society
The role of geospatial information in a hyper connected society
The role of geospatial information in a hyper connected society
Analysis Ready Data workshop - OGC presentation
GSDI Liaison report on Earth Observation-related activities for the CEOS WGISS
Golden Age of Geospatial Data Science
1_UIM_2tttttttttttttttttvvjjkkfffdssvbjilk024.pdf
landinfo.com-EIJ.Optical-Article buying optical imagery
JSTARS-2009-00042_GSI-NRSDL_v2.2.pdf
Data sharing: Seeing & Thinking Together
Spatial data infrastructure in Kyrgyzstan
OECS GIS Needs Assessment Summary - June 2016
RS_GIS_Crop_monitoring-converted.pptx
Societal Challenges And Geoinformatics Gsa Special Paper 482 A Krishna Sinha
Software Freedom Day Google Developer Groups On Campus PEC, Thiruvallur.
Scientific Knowledge from Geospatial Observations
FME UC 2014: Hexagon Keynote
Sdwwg experiences and outlook
GEO-N-VIRON webinar talk on Geospatial Technology in Sustainable Environment
Ad

More from Louisa Diggs (18)

PDF
Workshop: Quantifying Error in Training Data for Mapping and Monitoring the E...
PDF
Using Active Learning to Quantify how Training Data Errors Impact Classificat...
PPTX
Generating Training Data from Noisy Measrements
PPTX
Cropped Field Boundaries, Food Systems, & Fire
PDF
Challenges to Large Scale Mapping: Can Data Geometry Help?
PPTX
A Random Walk of Issues Related to Training Data and Land Cover Mapping
PPTX
Assessing Land Cover Change using Uncertain Data
PPTX
Informal Settlements and Cadastral Mapping
PPTX
Sources of Map Error in Public Health Activities and Operations Research
PDF
Measuring the impact of label noise on semantic segmentation using rastervision
PPTX
Mapping Smallholder Yields Using Micro-Satellite Data
PPTX
Crowdsourcing Land Cover and Land Use Data: Experiences from IIASA
PDF
IMED 2018: The use of remote sensing, geostatistical and machine learning met...
PPT
IMED 2018: Predicting the environmental suitability of podoconiosis in Ethiopia
PDF
IMED 2018: Landcover/habitat
PDF
IMED 2018: Modeled Population Estimates from Satellite Imagery and Microcensu...
PDF
IMED 2018: Mapping Monkeypox risk in the Congo Basin using Remote Sensing and...
PDF
IMED 2018: Predicting spatiotemporal risk of yellow fever using a machine lea...
Workshop: Quantifying Error in Training Data for Mapping and Monitoring the E...
Using Active Learning to Quantify how Training Data Errors Impact Classificat...
Generating Training Data from Noisy Measrements
Cropped Field Boundaries, Food Systems, & Fire
Challenges to Large Scale Mapping: Can Data Geometry Help?
A Random Walk of Issues Related to Training Data and Land Cover Mapping
Assessing Land Cover Change using Uncertain Data
Informal Settlements and Cadastral Mapping
Sources of Map Error in Public Health Activities and Operations Research
Measuring the impact of label noise on semantic segmentation using rastervision
Mapping Smallholder Yields Using Micro-Satellite Data
Crowdsourcing Land Cover and Land Use Data: Experiences from IIASA
IMED 2018: The use of remote sensing, geostatistical and machine learning met...
IMED 2018: Predicting the environmental suitability of podoconiosis in Ethiopia
IMED 2018: Landcover/habitat
IMED 2018: Modeled Population Estimates from Satellite Imagery and Microcensu...
IMED 2018: Mapping Monkeypox risk in the Congo Basin using Remote Sensing and...
IMED 2018: Predicting spatiotemporal risk of yellow fever using a machine lea...

Recently uploaded (20)

PPTX
SCIENCE10 Q1 5 WK8 Evidence Supporting Plate Movement.pptx
PPTX
The KM-GBF monitoring framework – status & key messages.pptx
PPTX
Introduction to Fisheries Biotechnology_Lesson 1.pptx
PPTX
Production technology of seed spices,,,,
PDF
Crime Scene Investigation: A Guide for Law Enforcement (2013 Update)
PPT
POSITIONING IN OPERATION THEATRE ROOM.ppt
PPTX
Classification Systems_TAXONOMY_SCIENCE8.pptx
PPTX
ognitive-behavioral therapy, mindfulness-based approaches, coping skills trai...
PDF
Mastering Bioreactors and Media Sterilization: A Complete Guide to Sterile Fe...
PPTX
1.pptx 2.pptx for biology endocrine system hum ppt
PPTX
INTRODUCTION TO EVS | Concept of sustainability
PDF
Unveiling a 36 billion solar mass black hole at the centre of the Cosmic Hors...
PDF
bbec55_b34400a7914c42429908233dbd381773.pdf
PPTX
ANEMIA WITH LEUKOPENIA MDS 07_25.pptx htggtftgt fredrctvg
PDF
Formation of Supersonic Turbulence in the Primordial Star-forming Cloud
PDF
Biophysics 2.pdffffffffffffffffffffffffff
PDF
CAPERS-LRD-z9:AGas-enshroudedLittleRedDotHostingaBroad-lineActive GalacticNuc...
PDF
diccionario toefl examen de ingles para principiante
PPTX
Protein & Amino Acid Structures Levels of protein structure (primary, seconda...
PDF
ELS_Q1_Module-11_Formation-of-Rock-Layers_v2.pdf
SCIENCE10 Q1 5 WK8 Evidence Supporting Plate Movement.pptx
The KM-GBF monitoring framework – status & key messages.pptx
Introduction to Fisheries Biotechnology_Lesson 1.pptx
Production technology of seed spices,,,,
Crime Scene Investigation: A Guide for Law Enforcement (2013 Update)
POSITIONING IN OPERATION THEATRE ROOM.ppt
Classification Systems_TAXONOMY_SCIENCE8.pptx
ognitive-behavioral therapy, mindfulness-based approaches, coping skills trai...
Mastering Bioreactors and Media Sterilization: A Complete Guide to Sterile Fe...
1.pptx 2.pptx for biology endocrine system hum ppt
INTRODUCTION TO EVS | Concept of sustainability
Unveiling a 36 billion solar mass black hole at the centre of the Cosmic Hors...
bbec55_b34400a7914c42429908233dbd381773.pdf
ANEMIA WITH LEUKOPENIA MDS 07_25.pptx htggtftgt fredrctvg
Formation of Supersonic Turbulence in the Primordial Star-forming Cloud
Biophysics 2.pdffffffffffffffffffffffffff
CAPERS-LRD-z9:AGas-enshroudedLittleRedDotHostingaBroad-lineActive GalacticNuc...
diccionario toefl examen de ingles para principiante
Protein & Amino Acid Structures Levels of protein structure (primary, seconda...
ELS_Q1_Module-11_Formation-of-Rock-Layers_v2.pdf

IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensing Data and Tools.