Few-Shot Learning

Learning to Compare: Relation Network for Few-Shot Learning CVPR 2018 Low-Shot Learning With Imprinted Weights CVPR 2018 Low-Shot Learning With Large-Scale Diffusion CVPR 2018 MetaGAN: An Adversarial Approach to Few-Shot Learning NeurIPS 2018 Multi-Content GAN for Few-Shot Font Style Transfer CVPR 2018 One-Shot Action Localization by Learning Sequence Matching Network CVPR 2018 One-Shot Relational Learning for Knowledge Graphs EMNLP 2018 Few-Shot Adversarial Domain Adaptation NeurIPS 2017 Fine-Grained Recognition of Thousands of Object Categories With Single-Example Training CVPR 2017 Multi-Attention Network for One Shot Learning CVPR 2017 One-Shot Metric Learning for Person Re-Identification CVPR 2017 One-Shot Video Object Segmentation CVPR 2017 Prototypical Networks for Few-shot Learning NeurIPS 2017 Variational Memory Addressing in Generative Models NeurIPS 2017 Learning feed-forward one-shot learners NeurIPS 2016 Learning from Small Sample Sets by Combining Unsupervised Meta-Training with CNNs NeurIPS 2016 Watching Unlabeled Video Helps Learn New Human Actions from Very Few Labeled Snapshots CVPR 2013 Learning to Learn with Compound HD Models NeurIPS 2011 Abstraction and Relational learning NeurIPS 2009