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FOSS4G NA 2024 - Embed All The Things: The Promise Of Geospatial Vector Embeddings - Adeel Hassan
Manage episode 461965962 series 3234430
Adeel Hassan discusses the significance of geospatial vector embeddings derived from imagery, highlighting their potential in the geospatial domain through open-source models and tools. Highlights ๐ Vector embeddings are crucial for analyzing high-dimensional geospatial data. ๐ง They represent data points in a lower-dimensional space, revealing similarities and dissimilarities. ๐ Applications include clustering similar images and detecting changes over time. ๐ Text-image embeddings enable natural language search based on image content. ๐ Open-source models like Sky Clip enhance functionality for geospatial applications. ๐ Seasonal variations in embeddings can indicate environmental changes and events like floods. ๐ ๏ธ The technology is still evolving, presenting both opportunities and challenges. For more content like this check out www.projectgeospatial.com #Geospatial #MachineLearning #VectorEmbeddings #OpenSource #DataAnalysis #RemoteSensing #AI
362 episodi
Manage episode 461965962 series 3234430
Adeel Hassan discusses the significance of geospatial vector embeddings derived from imagery, highlighting their potential in the geospatial domain through open-source models and tools. Highlights ๐ Vector embeddings are crucial for analyzing high-dimensional geospatial data. ๐ง They represent data points in a lower-dimensional space, revealing similarities and dissimilarities. ๐ Applications include clustering similar images and detecting changes over time. ๐ Text-image embeddings enable natural language search based on image content. ๐ Open-source models like Sky Clip enhance functionality for geospatial applications. ๐ Seasonal variations in embeddings can indicate environmental changes and events like floods. ๐ ๏ธ The technology is still evolving, presenting both opportunities and challenges. For more content like this check out www.projectgeospatial.com #Geospatial #MachineLearning #VectorEmbeddings #OpenSource #DataAnalysis #RemoteSensing #AI
362 episodi
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