Brian Andres
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Building and Validating LLM-Generated Captions and Embeddings for Geospatial Imagery in Limner (formerly Queryable Earth)
At Element 84, we’ve been exploring how LLMs can improve geospatial imagery search. We recently published a blog post detailing our latest updates to our Limner (formerly Queryable Earth) demo which lets users search for visible features on the Earth using natural language. Until recently, it relied entirely on SkyCLIP, an open-source vision-language model, to…
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Building and Validating LLM-Generated Captions and Embeddings for Geospatial Imagery in Limner (formerly Queryable Earth)
At Element 84, we’ve been exploring how LLMs can improve geospatial imagery search. We recently published a blog post detailing our latest updates to our Limner (formerly Queryable Earth) demo which lets users search for visible features on the Earth using natural language. Until recently, it relied entirely on SkyCLIP, an open-source vision-language model, to…
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Limner (formerly Queryable Earth) Demo Update: Now with Change Detection!
We detail how we used our research surrounding Limner (formerly Queryable Earth) and natural language geocoding to demonstrate data accessibility in an intuitive and interactive way – and how you might be able to harness some of the same ideas in your own work.
