233 subscribers
با برنامه Player FM !
پادکست هایی که ارزش شنیدن دارند
حمایت شده


1 Battle Camp S1: Reality Rivalries with Dana Moon & QT 1:00:36
The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography
«
»
Satclip - Encoding Location
Manage episode 434496885 series 2502116
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/
240 قسمت
Satclip - Encoding Location
The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography
Manage episode 434496885 series 2502116
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/
240 قسمت
همه قسمت ها
×







1 Female Voices in Geospatial 42:54






1 Satclip - Encoding Location 43:40


1 Natural Language Geocoding 45:14


1 Semantic Search For Geospatial 50:39


1 Why You Should Care About L Band 51:14










به Player FM خوش آمدید!
Player FM در سراسر وب را برای یافتن پادکست های با کیفیت اسکن می کند تا همین الان لذت ببرید. این بهترین برنامه ی پادکست است که در اندروید، آیفون و وب کار می کند. ثبت نام کنید تا اشتراک های شما در بین دستگاه های مختلف همگام سازی شود.