Publications
My research publications.
Less is More: Active Self-Supervised Learning in Remote Sensing
Xuemei Jiang†, Linus Scheibenreif, Damian Borth
IEEE IGARSS 2024
Established the ”SSL+AL” sampling framework in remote sensing, demonstrated that different pre-training sampling methods can affect the downstream performance results. Accepted as oral presentation at IGARSS 2024.
Self Supervised Learning in Remote Sensing: Quantifying Approaches Effectiveness Across Downstream Tasks
Marc Grau, Alexander Lontke, Xuemei Jiang, Linus Scheibenreif
IEEE IGARSS 2023
Investigated on the effectiveness of self-supervised pretext tasks for different supervised downstream tasks, and demonstrated the effectiveness of contrastive learning in classification task and generative learning in segmentation task. Accepted as oral presentation at IGARSS 2023.