The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography

Satclip - Encoding Location


Listen Later

In this episode, I'm joined by Konstantine Klemmer, a researcher at Microsoft, to dive deep into the fascinating world of GeoAI. Konstantine introduces us to Satclip, a cutting-edge model that encodes geographic locations based on satellite images.

We discuss how Satclip works, the data it uses, and its potential applications, particularly in low-resource settings and predictive modeling. Whether you're into AI, geography, or just curious about the intersection of these fields, this episode is packed with insights.

Key Takeaways:
  • What is Satclip?: Learn about Satclip's location encoding, a neural network that converts geographic coordinates into numerical representations based on satellite images.
  • Data and Training: Understand how Satclip is trained using Sentinel-2 satellite images and how it captures unique geographic features.
  • Applications: Discover how Satclip can be used in low-resource environments, such as on edge devices, and how it enhances other models by providing geographic context.
  • The Future of GeoAI: Explore the potential future directions for Satclip, including more detailed regional models and the integration of multiple data modalities.
  • Connect with Konstantine https://www.linkedin.com/in/konstantinklemmer/

    Try Satclip https://github.com/microsoft/satclip

     

    Recommended Listening

    https://mapscaping.com/podcast/computer-vision-and-geoai/

    https://mapscaping.com/podcast/planet-imaging-everything-every-day-almost/

     

     

     

     

    ...more
    View all episodesView all episodes
    Download on the App Store

    The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geographyBy MapScaping

    • 4.7
    • 4.7
    • 4.7
    • 4.7
    • 4.7

    4.7

    111 ratings


    More shows like The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography

    View all
    A VerySpatial Podcast | Discussions on Geography and Geospatial Technologies by VerySpatial

    A VerySpatial Podcast | Discussions on Geography and Geospatial Technologies

    24 Listeners

    99% Invisible by Roman Mars

    99% Invisible

    26,114 Listeners

    BBC Inside Science by BBC Radio 4

    BBC Inside Science

    398 Listeners

    Data Skeptic by Kyle Polich

    Data Skeptic

    475 Listeners

    Talk Python To Me by Michael Kennedy

    Talk Python To Me

    580 Listeners

    Software Engineering Daily by Software Engineering Daily

    Software Engineering Daily

    624 Listeners

    Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

    Super Data Science: ML & AI Podcast with Jon Krohn

    295 Listeners

    Python Bytes by Michael Kennedy and Brian Okken

    Python Bytes

    214 Listeners

    Esri & The Science of Where by Esri

    Esri & The Science of Where

    39 Listeners

    DataFramed by DataCamp

    DataFramed

    266 Listeners

    Practical AI by Practical AI LLC

    Practical AI

    196 Listeners

    Project Geospatial by Project Geospatial

    Project Geospatial

    3 Listeners

    Geomob by Ed Freyfogle

    Geomob

    7 Listeners

    The Real Python Podcast by Real Python

    The Real Python Podcast

    137 Listeners

    All-In with Chamath, Jason, Sacks & Friedberg by All-In Podcast, LLC

    All-In with Chamath, Jason, Sacks & Friedberg

    8,385 Listeners