Few-Shot Learning

SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation IJCAI 2020 Something-Else: Compositional Action Recognition With Spatial-Temporal Interaction Networks CVPR 2020 Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models EMNLP 2020 TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue EMNLP 2020 TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning CVPR 2020 Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings IJCAI 2020 Adaptive Cross-Modal Few-shot Learning NeurIPS 2019 A Dual Attention Network with Semantic Embedding for Few-Shot Learning AAAI 2019 A Meta-Learning Approach for Custom Model Training AAAI 2019 Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation AAAI 2019 CANet: Class-Agnostic Segmentation Networks With Iterative Refinement and Attentive Few-Shot Learning CVPR 2019 Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks CVPR 2019 Consensus Adversarial Domain Adaptation AAAI 2019 Cross Attention Network for Few-shot Classification NeurIPS 2019 CSEye: A Proposed Solution for Accurate and Accessible One-to-Many Face Verification AAAI 2019 Data Augmentation Using Learned Transformations for One-Shot Medical Image Segmentation CVPR 2019 Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks EMNLP 2019 Dense Classification and Implanting for Few-Shot Learning CVPR 2019 Distribution Consistency Based Covariance Metric Networks for Few-Shot Learning AAAI 2019 Few-Shot Adaptive Faster R-CNN CVPR 2019 Few-Shot Image and Sentence Matching via Gated Visual-Semantic Embedding AAAI 2019 Few-Shot Learning via Saliency-Guided Hallucination of Samples CVPR 2019 Few-Shot Representation Learning for Out-Of-Vocabulary Words ACL 2019 Few-shot Video-to-Video Synthesis NeurIPS 2019 F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning CVPR 2019