In-domain representation learning for remote sensing

Code

• github.com/google-research/google-research/tree/master/remote_sensing_representations
  Officialjax★ 0

Abstract

Given the importance of remote sensing, surprisingly little attention has been paid to it by the representation learning community. To address it and to establish baselines and a common evaluation protocol in this domain, we provide simplified access to 5 diverse remote sensing datasets in a standardized form. Specifically, we investigate in-domain representation learning to develop generic remote sensing representations and explore which characteristics are important for a dataset to be a good source for remote sensing representation learning. The established baselines achieve state-of-the-art performance on these datasets.

Tasks

Benchmark Results

Reproductions