Modell Transfer and Meta-Learning

Projects

PreTrainAppEO (BMWi/DLR)

The aim of the PreTrainAppEO project is to make the use of AI in the field of Earth observation and remote sensing more attractive and efficient by developing a methodology that uses the approach of pre-trained AI models to achieve generalisability to different standard applications in this field.

Publications

  • Rußwurm, Marc; Wang, Sherrie; Körner, Marco; Lobell, David: Meta-Learning for Few-Shot Land Cover Classification. IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020 more… Full text ( DOI )
  • Wang, Sherrie; Rußwurm, Marc; Körner, Marco; Lobell, David B.: Meta-Learning For Few-Shot Time Series Classification. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2020 more… Full text ( DOI )