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Nils Lehmann

2 accepted papers

2023

GEO-Bench: Toward Foundation Models for Earth Monitoring

NeurIPS 2023poster

Recent progress in self-supervision has shown that pre-training large neural networks on vast amounts of unsupervised data can lead to substantial increases in generalization to downstream tasks. Such models, recently coined foundation models, have been transformational to the field of natural lang…

2023

SSL4EO-L: Datasets and Foundation Models for Landsat Imagery

NeurIPS 2023poster

The Landsat program is the longest-running Earth observation program in history, with 50+ years of data acquisition by 8 satellites. The multispectral imagery captured by sensors onboard these satellites is critical for a wide range of scientific fields. Despite the increasing popularity of deep lea…