🛰️ Introducing UniverSat: one transformer backbone for Earth Observation that handles ANY sensor, ANY spatial, spectral & temporal resolution, ANY scale — with a single set of weights. 🌍
Excited to share my work as a Student Researcher at Google Zurich: UniGeoCLIP! 🌍🚀
W/ Eduard Trulls, Jan Hosang, @loiclandrieu & @pesarlin, we built a framework aligning 5 geospatial modalities in one space.
Presented at EarthVision @ #CVPR2026. 🧵👇
🚀 DinoV3 just became the new go-to backbone for geoloc!
It outperforms CLIP-like models (SigLip2, finetuned StreetCLIP)… and that’s shocking 🤯
Why? CLIP models have an innate advantage — they literally learn place names + images. DinoV3 doesn’t.
🛰️ At #CVPR2025 presenting "AnySat: An Earth Observation Model for Any Resolutions, Scales, and Modalities" - Saturday afternoon, Poster 355!
If you're here and want to discuss geolocation or geospatial foundation models, let's connect!
We've added new experiments demonstrating robust generalization capabilities! Notably, AnySat shows strong performance on HLS Burn Scars - a sensor never seen during pretraining! 🔥🛰️
Check it out:
📄 Paper: arxiv.org/abs/2412.14123
🌐 Project: gastruc.github.io/anysat
AnySat has been accepted as a ✨highlight at #CVPR2025! 🎉 See you in Nashville!
We'll also be presenting this work at:
📍 @EuroGeosciences on 02/04 in Vienna
📍 @esa /@NASA Workshop on Foundation Models on 05/04 in Rome