The T-square peaks today. Power struggles, intensity, the urge to control. Feet on the earth. Slow breaths. The storm passes faster when you stop feeding it. #SoulWeather #Mantra #SpectralEarth #MercuryMarsPluto #ReleaseAndGround #CosmicStorm #AstrologyForecast #GroundingPractice
October 2, 2026 at 1:02 PM
The T-square peaks today. Power struggles, intensity, the urge to control. Feet on the earth. Slow breaths. The storm passes faster when you stop feeding it. #SoulWeather #Mantra #SpectralEarth #MercuryMarsPluto #ReleaseAndGround #CosmicStorm #AstrologyForecast #GroundingPractice
🌈 And it goes where most EO models can't: hyperspectral.
On SpectralEarth (EnMAP, up to 500 bands), UniverSat beats DOFA-L across every task & approaches the EnMAP-specialised SpectralEarth-L — despite NEVER seeing EnMAP in training. 🤯
On SpectralEarth (EnMAP, up to 500 bands), UniverSat beats DOFA-L across every task & approaches the EnMAP-specialised SpectralEarth-L — despite NEVER seeing EnMAP in training. 🤯
June 23, 2026 at 9:10 AM
🌈 And it goes where most EO models can't: hyperspectral.
On SpectralEarth (EnMAP, up to 500 bands), UniverSat beats DOFA-L across every task & approaches the EnMAP-specialised SpectralEarth-L — despite NEVER seeing EnMAP in training. 🤯
On SpectralEarth (EnMAP, up to 500 bands), UniverSat beats DOFA-L across every task & approaches the EnMAP-specialised SpectralEarth-L — despite NEVER seeing EnMAP in training. 🤯
Braham, Banze, Albrecht, Mairal, Chanussot, Zhu: SpectralEarth-FM: Bringing Hyperspectral Imagery into Multimodal Earth Observation Pretraining https://arxiv.org/abs/2605.21075 https://arxiv.org/pdf/2605.21075 https://arxiv.org/html/2605.21075
May 21, 2026 at 6:41 AM
Braham, Banze, Albrecht, Mairal, Chanussot, Zhu: SpectralEarth-FM: Bringing Hyperspectral Imagery into Multimodal Earth Observation Pretraining https://arxiv.org/abs/2605.21075 https://arxiv.org/pdf/2605.21075 https://arxiv.org/html/2605.21075
Nassim Ait Ali Braham, Conrad M Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu
SpectralEarth: Training Hyperspectral Foundation Models at Scale
https://arxiv.org/abs/2408.08447
SpectralEarth: Training Hyperspectral Foundation Models at Scale
https://arxiv.org/abs/2408.08447
August 19, 2024 at 4:31 AM
Nassim Ait Ali Braham, Conrad M Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu
SpectralEarth: Training Hyperspectral Foundation Models at Scale
https://arxiv.org/abs/2408.08447
SpectralEarth: Training Hyperspectral Foundation Models at Scale
https://arxiv.org/abs/2408.08447