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Using satellite imagery for poverty Monitoring
Summer School July 19, 2017
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Goals of session To make you more comfortable with the idea of using satellite imagery in your work To help you become familiar with: What types of imagery exist How imagery is processed to create indicators What is known about the use of high spatial-resolution imagery (HSRI) for small area poverty estimation How the WB Geospatial Operations Support Team (GOST) can help you. What have I learned from working in this area? Textural features (open-source) Convolutional Neural Network (proprietary) Footer Info
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Session will focus on: High spatial resolution daytime imagery
Generates much more accurate predictions than night time lights or other indicators based on low or medium resolution imagery Can distinguish buildings HSRI is rapidly becoming cheaper and more widely available Small area estimation of welfare and poverty Ignores important research on predicting agricultural yields, population counts, and other areas Ignores use of imagery to look at welfare changes or “nowcasting” Footer Info
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Agenda 2:20 to 2:35 Introduction to Imagery Keith Garrett (GOST)
Time Session Sepaker 2:20 to 2:35 Introduction to Imagery Keith Garrett (GOST) 2:35 to 3:15 Texture features Jordan Graesser (Boston University) 3:15 to 4:00 Convolutional Neural Networks and their application to poverty prediction Tom Swartz (Orbital Insight) 4:15 to 5:15 Small area welfare estimation using high-resolution imagery David Newhouse and Anusha Ramakrishnan (GPVDR) 5:15 to 5:45 How can the GOST help you? Footer Info
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External experts Tom Swarz is a Data Scientist at Orbital Insight
Jordan Graesser is a geographer specializing in remote sensing Expertise in using imagery to measure agricultural land use changes Developer of the open-source “Sp.Feas” and “MapPy” software packages that processes texture features from imagery Tom Swarz is a Data Scientist at Orbital Insight Orbital insight is a leading firm specializing in the sale of real-time economic indicators derived from imagery. Tom will give a BBL tomorrow to discuss Orbital Insight’s work and demonstrate Orbital Insight’s new “Proteus” user interface for generating indicators Both Jordan and Tom have kindly made themselves available to meet with interested participants tomorrow morning Sign up sheets will be circulated Footer Info
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