How to trust unlabeled data? Instance Credibility Inference for Few-Shot Learning Jul 15, 2020 Data Augmentation Few-Shot Learning
Code Code Available Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available Attentive Graph Neural Networks for Few-Shot Learning Jul 14, 2020 Few-Shot Learning
— Unverified Towards Cross-Granularity Few-Shot Learning: Coarse-to-Fine Pseudo-Labeling with Visual-Semantic Meta-Embedding Jul 11, 2020 Classification Few-Shot Learning
— Unverified Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation Jul 9, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Wandering Within a World: Online Contextualized Few-Shot Learning Jul 9, 2020 Few-Shot Learning
Code Code Available Online probabilistic label trees Jul 8, 2020 Few-Shot Learning Multi-class Classification
Code Code Available Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Jul 8, 2020 Few-Shot Learning Model Selection
Code Code Available Few-Shot One-Class Classification via Meta-Learning Jul 8, 2020 Anomaly Detection Classification
Code Code Available Predicting the Accuracy of a Few-Shot Classifier Jul 8, 2020 Few-Shot Learning
Code Code Available Meta-Learning with Network Pruning Jul 7, 2020 Few-Shot Learning Meta-Learning
— Unverified Learning to learn generative programs with Memoised Wake-Sleep Jul 6, 2020 Explainable Models Few-Shot Learning
— Unverified Meta-Learning Divergences of Variational Inference Jul 6, 2020 Bayesian Inference Computational Efficiency
— Unverified Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
Code Code Available MetaConcept: Learn to Abstract via Concept Graph for Weakly-Supervised Few-Shot Learning Jul 5, 2020 Few-Shot Learning Meta-Learning
— Unverified A Revision of Neural Tangent Kernel-based Approaches for Neural Networks Jul 2, 2020 Few-Shot Learning Learning Theory
— Unverified Few-Shot Microscopy Image Cell Segmentation Jun 29, 2020 Cell Segmentation Few-Shot Learning
Code Code Available Improving Few-Shot Learning using Composite Rotation based Auxiliary Task Jun 29, 2020 Classification Few-Shot Learning
— Unverified Laplacian Regularized Few-Shot Learning Jun 29, 2020 Clustering Few-Shot Image Classification
Code Code Available Many-Class Few-Shot Learning on Multi-Granularity Class Hierarchy Jun 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available Laplacian Regularized Few-Shot Learning Jun 28, 2020 Clustering Few-Shot Image Classification
Code Code Available Global Convergence and Generalization Bound of Gradient-Based Meta-Learning with Deep Neural Nets Jun 25, 2020 Few-Shot Learning Meta-Learning
Code Code Available Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation Jun 23, 2020 Autonomous Vehicles Few-Shot Learning
— Unverified Discrete Few-Shot Learning for Pan Privacy Jun 23, 2020 Few-Shot Learning
— Unverified Graph Prototypical Networks for Few-shot Learning on Attributed Networks Jun 23, 2020 Classification Drug Discovery
Code Code Available Generalized Zero and Few-Shot Transfer for Facial Forgery Detection Jun 21, 2020 Domain Adaptation Few-Shot Learning
— Unverified Deep Double-Side Learning Ensemble Model for Few-Shot Parkinson Speech Recognition Jun 20, 2020 Clustering Ensemble Learning
— Unverified Self-Supervised Prototypical Transfer Learning for Few-Shot Classification Jun 19, 2020 Classification Few-Shot Learning
Code Code Available Predictive Complexity Priors Jun 18, 2020 Few-Shot Learning
— Unverified Enhancing Few-Shot Image Classification with Unlabelled Examples Jun 17, 2020 Classification Clustering
— Unverified Extensively Matching for Few-shot Learning Event Detection Jun 17, 2020 Event Detection Few-Shot Learning
Code Code Available Self-supervised Knowledge Distillation for Few-shot Learning Jun 17, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Towards an Unsupervised Method for Model Selection in Few-Shot Learning Jun 15, 2020 Few-Shot Learning Meta-Learning
— Unverified Automatic Validation of Textual Attribute Values in E-commerce Catalog by Learning with Limited Labeled Data Jun 15, 2020 Attribute Few-Shot Learning
— Unverified LFD-ProtoNet: Prototypical Network Based on Local Fisher Discriminant Analysis for Few-shot Learning Jun 15, 2020 Few-Shot Learning General Classification
— Unverified Graph Meta Learning via Local Subgraphs Jun 14, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Object Detection on Remote Sensing Images Jun 14, 2020 Few-Shot Learning Few-Shot Object Detection
— Unverified Meta-Learning GNN Initializations for Low-Resource Molecular Property Prediction Jun 12, 2020 Drug Discovery Few-Shot Learning
— Unverified Tackling Non-forgetting and Forward Transfer with a Unified Lifelong Learning Approach Jun 12, 2020 Few-Shot Learning Lifelong learning
— Unverified Learning to Learn Kernels with Variational Random Features Jun 11, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Jun 10, 2020 Few-Shot Learning General Classification
Code Code Available Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning Jun 9, 2020 Few-Shot Learning
— Unverified A Transductive Multi-Head Model for Cross-Domain Few-Shot Learning Jun 8, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Calibrated neighborhood aware confidence measure for deep metric learning Jun 8, 2020 Few-Shot Learning Image Retrieval
— Unverified Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data Jun 8, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Multi-step Estimation for Gradient-based Meta-learning Jun 8, 2020 Few-Shot Learning Meta-Learning
— Unverified Unsupervised Transfer Learning with Self-Supervised Remedy Jun 8, 2020 Clustering Domain Adaptation
— Unverified Multi-view Contrastive Learning for Online Knowledge Distillation Jun 7, 2020 Classification Contrastive Learning
Code Code Available Distributionally Robust Weighted k-Nearest Neighbors Jun 7, 2020 Few-Shot Learning General Classification
— Unverified Leveraging the Feature Distribution in Transfer-based Few-Shot Learning Jun 6, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 