Boosting Few-Shot Visual Learning with Self-Supervision Jun 12, 2019 Few-Shot Learning Self-Supervised Learning
Code Code Available Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction Jun 12, 2019 Few-Shot Learning Graph Generation
— Unverified Few-Shot Point Cloud Region Annotation with Human in the Loop Jun 11, 2019 Few-Shot Learning
Code Code Available Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition Jun 11, 2019 Action Recognition Few-Shot Image Classification
— Unverified Few-Shot Learning with Per-Sample Rich Supervision Jun 10, 2019 Few-Shot Learning General Classification
— Unverified Progressive Cluster Purification for Transductive Few-shot Learning Jun 10, 2019 Few-Shot Learning General Classification
— Unverified Coloring With Limited Data: Few-Shot Colorization via Memory-Augmented Networks Jun 9, 2019 Colorization Few-Shot Learning
Code Code Available Evolving Losses for Unlabeled Video Representation Learning Jun 7, 2019 Few-Shot Learning Multi-Task Learning
— Unverified Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Jun 7, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Adaptive Gradient-Based Meta-Learning Methods Jun 6, 2019 Federated Learning Few-Shot Learning
Code Code Available Discriminative Few-Shot Learning Based on Directional Statistics Jun 5, 2019 Few-Shot Learning General Classification
— Unverified Baby steps towards few-shot learning with multiple semantics Jun 5, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Active Object Manipulation Facilitates Visual Object Learning: An Egocentric Vision Study Jun 4, 2019 Few-Shot Learning Object
— Unverified Sequential Scenario-Specific Meta Learner for Online Recommendation Jun 2, 2019 Few-Shot Learning Meta-Learning
Code Code Available Incremental Few-Shot Learning for Pedestrian Attribute Recognition Jun 2, 2019 Attribute Few-Shot Learning
— Unverified Second-order contexts from lexical substitutes for few-shot learning of word representations Jun 1, 2019 Few-Shot Learning Sentence
— Unverified Task Agnostic Meta-Learning for Few-Shot Learning Jun 1, 2019 Few-Shot Learning General Classification
— Unverified Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks Jun 1, 2019 Colorization Few-Shot Learning
Code Code Available Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image Classification Jun 1, 2019 Data Augmentation Few-Shot Image Classification
— Unverified Large-Scale Few-Shot Learning: Knowledge Transfer With Class Hierarchy Jun 1, 2019 Few-Shot Learning Transfer Learning
Code Code Available Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Jun 1, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Semantic Projection Network for Zero- and Few-Label Semantic Segmentation Jun 1, 2019 Few-Shot Learning Image Segmentation
Code Code Available Regression Networks for Meta-Learning Few-Shot Classification May 31, 2019 Classification Few-Shot Learning
Code Code Available Adaptive Deep Kernel Learning May 28, 2019 Benchmarking Drug Discovery
— Unverified Dataset2Vec: Learning Dataset Meta-Features May 27, 2019 Auxiliary Learning Few-Shot Learning
Code Code Available Finding Task-Relevant Features for Few-Shot Learning by Category Traversal May 27, 2019 Few-Shot Learning Metric Learning
Code Code Available A Plug-in Method for Representation Factorization in Connectionist Models May 27, 2019 Few-Shot Learning Image-to-Image Translation
Code Code Available Neural Stored-program Memory May 25, 2019 continual few-shot learning Few-Shot Learning
Code Code Available Constellation Loss: Improving the efficiency of deep metric learning loss functions for optimal embedding May 25, 2019 Few-Shot Learning Metric Learning
— Unverified Learning to learn via Self-Critique May 24, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-GNN: On Few-shot Node Classification in Graph Meta-learning May 23, 2019 Few-Shot Learning General Classification
Code Code Available A Neural-Symbolic Architecture for Inverse Graphics Improved by Lifelong Meta-Learning May 22, 2019 Few-Shot Learning Meta-Learning
Code Code Available Alpha MAML: Adaptive Model-Agnostic Meta-Learning May 17, 2019 Few-Shot Learning General Classification
— Unverified Prototypical Bregman Networks May 16, 2019 Computational Efficiency Few-Shot Learning
— Unverified TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning May 16, 2019 Few-Shot Learning Meta-Learning
Code Code Available LGM-Net: Learning to Generate Matching Networks for Few-Shot Learning May 15, 2019 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training May 10, 2019 Few-Shot Learning Metric Learning
— Unverified Prototype Propagation Networks (PPN) for Weakly-supervised Few-shot Learning on Category Graph May 10, 2019 Few-Shot Learning General Classification
Code Code Available Edge-labeling Graph Neural Network for Few-shot Learning May 4, 2019 Clustering Few-Shot Image Classification
Code Code Available Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning May 3, 2019 Classification Denoising
Code Code Available Learning to Learn with Conditional Class Dependencies May 1, 2019 Few-Shot Learning Meta-Learning
— Unverified Meta-Learning with Domain Adaptation for Few-Shot Learning under Domain Shift May 1, 2019 Domain Adaptation Few-Shot Learning
— Unverified Few-shot Classification on Graphs with Structural Regularized GCNs May 1, 2019 Classification Few-Shot Learning
— Unverified Amortized Bayesian Meta-Learning May 1, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified MahiNet: A Neural Network for Many-Class Few-Shot Learning with Class Hierarchy May 1, 2019 Few-Shot Learning General Classification
— Unverified Projective Subspace Networks For Few-Shot Learning May 1, 2019 Few-Shot Learning General Classification
— Unverified Graph Transformer May 1, 2019 Few-Shot Learning General Classification
— Unverified Curvature: A signature for Action Recognition in Video Sequences Apr 30, 2019 Action Recognition Few-Shot Learning
— Unverified Learning Meta Model for Zero- and Few-shot Face Anti-spoofing Apr 29, 2019 Face Anti-Spoofing Face Recognition
— Unverified Learning to Find Common Objects Across Few Image Collections Apr 29, 2019 Few-Shot Learning Object
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