Resampling Augmentation for Time Series Contrastive Learning: Application to Remote Sensing

Antoine Saget, Baptiste Lafabregue, Antoine Cornuéjols +1

Given the abundance of unlabeled Satellite Image Time Series (SITS) and the scarcity of labeled data, contrastive self-supervised pretraining emerges as a natural tool to leverage…