TESSERA v2: Scaling Pixel-wise Earth Foundation Models

TESSERA v2: Scaling Pixel-wise Earth Foundation Models

Large-scale controlled experiments reveal optimal scaling strategies for Earth-observation foundation models, enabling efficient training and deployment through encoder growth, dow…

Hugging Face · Daily Papers ·Zhengpeng Feng, Sadiq Jaffer · ·▲ 1 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Zhengpeng Feng, Sadiq Jaffer, Ira Shokar, Jovana Knezevic, Mark Elvers, Clement Atzberger

  • 1 upvotes da comunidade
  • Temas: pixel-wise Earth-observation, foundation models, spatial embeddings, Barlow Twins, downstream tasks, encoder

Resumo

Resumo original (em inglês), extraído do paper:

Large-scale controlled experiments reveal optimal scaling strategies for Earth-observation foundation models, enabling efficient training and deployment through encoder growth, downstream performance selection, and model distillation.

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