Few-Shot Learning

Cut out the annotator, keep the cutout: better segmentation with weak supervision ICLR 2021 Data Augmentation for Meta-Learning ICML 2021 Data-Efficient Language Shaped Few-shot Image Classification EMNLP 2021 Deep Metric Learning for Open World Semantic Segmentation ICCV 2021 Deep Template-Based Object Instance Detection WACV 2021 Demonstration-Conditioned Reinforcement Learning for Few-Shot Imitation ICML 2021 Dense Relation Distillation With Context-Aware Aggregation for Few-Shot Object Detection CVPR 2021 Detecting Individual Decision-Making Style: Exploring Behavioral Stylometry in Chess NeurIPS 2021 Discrete and Soft Prompting for Multilingual Models EMNLP 2021 Domain-Adaptive Few-Shot Learning WACV 2021 DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples NeurIPS 2021 DreamDrug - A crowdsourced NER dataset for detecting drugs in darknet markets EMNLP 2021 Dynamic Class Queue for Large Scale Face Recognition in the Wild CVPR 2021 ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-Shot Learning CVPR 2021 Effectively Leveraging Attributes for Visual Similarity ICCV 2021 Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning EMNLP 2021 Energy-Based Learning for Scene Graph Generation CVPR 2021 ESC: Redesigning WSD with Extractive Sense Comprehension NAACL 2021 Exploiting Cloze-Questions for Few-Shot Text Classification and Natural Language Inference EACL 2021 Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning CVPR 2021 FAPIS: A Few-Shot Anchor-Free Part-Based Instance Segmenter CVPR 2021 Few-NERD: A Few-shot Named Entity Recognition Dataset ACL 2021 Few-Shot 3D Point Cloud Semantic Segmentation CVPR 2021 Few-shot and Zero-shot Approaches to Legal Text Classification: A Case Study in the Financial Sector EMNLP 2021 Few-Shot Classification With Feature Map Reconstruction Networks CVPR 2021