Bo Ren

FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning

2022 · arXiv (Cornell University)

Recently, webly supervised learning (WSL) has been studied to leverage numerous and accessible data from the Internet. Most existing methods focus on learning noise-robust models from web images while neglecting the performance drop caused by …

Few-Shot MS and PAN Joint Classification With Improved Cross-Source Contrastive Learning

2024 · IEEE Transactions on Geoscience and Remote Sensing

The joint classification of multispectral (MS) and panchromatic (PAN) images aims to provide a more detailed and accurate interpretation of land features. Although deep-learning-based methods have achieved remarkable success in this task, the generalization performance …