Attribute-guided prototype network for few-shot molecular property prediction
Sign Up to like & getrecommendations! Published in 2024 at "Briefings in Bioinformatics"
DOI: 10.1093/bib/bbae394
Abstract: Abstract The molecular property prediction (MPP) plays a crucial role in the drug discovery process, providing valuable insights for molecule evaluation and screening. Although deep learning has achieved numerous advances in this area, its success… read more here.
Keywords: attribute guided; property; property prediction; guided prototype ... See more keywords
Uncertainty-guided Prototype Reliability Enhancement Network for Few-Shot Medical Image Segmentation.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE transactions on medical imaging"
DOI: 10.1109/tmi.2025.3621452
Abstract: Few-Shot Learning (FSL) has garnered increasing attention for data-scarce scenarios, particularly in medical segmentation tasks where only a few labeled data points are available. Existing few-shot segmentation methods typically learn prototypes from support images and… read more here.
Keywords: shot; guided prototype; segmentation; medical image ... See more keywords