Adversarial Feature Hallucination Networks for Few-Shot Learning Mar 30, 2020 Data Augmentation Diversity
Code Code Available Negative Margin Matters: Understanding Margin in Few-shot Classification Mar 26, 2020 Classification Few-Shot Image Classification
Code Code Available Instance Credibility Inference for Few-Shot Learning Mar 26, 2020 Data Augmentation Few-Shot Image Classification
Code Code Available Learning What to Learn for Video Object Segmentation Mar 25, 2020 Few-Shot Learning Object
Code Code Available Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need? Mar 25, 2020 All Few-Shot Image Classification
Code Code Available Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Mar 20, 2020 feature selection Few-Shot Image Classification
Code Code Available XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning Mar 19, 2020 Few-Shot Learning Novel Concepts
Code Code Available Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Context-Transformer: Tackling Object Confusion for Few-Shot Detection Mar 16, 2020 Diversity Few-Shot Learning
Code Code Available DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification Mar 14, 2020 Diversity Few-Shot Learning
Code Code Available Meta-Learning Initializations for Low-Resource Drug Discovery Mar 12, 2020 Drug Discovery Few-Shot Learning
Code Code Available Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Mar 9, 2020 Few-Shot Learning General Classification
Code Code Available On the Texture Bias for Few-Shot CNN Segmentation Mar 9, 2020 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Mar 6, 2020 Few-Shot Learning Model Selection
Code Code Available Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available Meta-Learned Confidence for Few-shot Learning Feb 27, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot Natural Language Generation for Task-Oriented Dialog Feb 27, 2020 Data-to-Text Generation Few-Shot Learning
Code Code Available Evaluating Weakly Supervised Object Localization Methods Right Jan 21, 2020 Few-Shot Learning Model Selection
Code Code Available Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning Jan 12, 2020 Few-Shot Learning Relation
Code Code Available FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Jan 5, 2020 Face Swapping Few-Shot Learning
Code Code Available A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Meta-Learning of Neural Architectures for Few-Shot Learning Nov 25, 2019 Few-Shot Learning Meta-Learning
Code Code Available SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Nov 12, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Penalty Method for Inversion-Free Deep Bilevel Optimization Nov 8, 2019 Bilevel Optimization Data Poisoning
Code Code Available Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation Oct 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning Oct 11, 2019 Few-Shot Learning Image Generation
Code Code Available Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available Meta-Transfer Learning through Hard Tasks Oct 7, 2019 Few-Shot Learning Meta-Learning
Code Code Available Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Sep 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning with Implicit Gradients Sep 10, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available Large-Scale Long-Tailed Recognition in an Open World Apr 10, 2019 Classification Few-Shot Learning
Code Code Available A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available Meta-Learning with Differentiable Convex Optimization Apr 7, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Hyperbolic Image Embeddings Apr 3, 2019 Few-Shot Learning General Classification
Code Code Available 'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images Feb 4, 2019 Few-Shot Learning Image Segmentation
Code Code Available BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jan 25, 2019 Drug–drug Interaction Extraction Few-Shot Learning
Code Code Available Human few-shot learning of compositional instructions Jan 14, 2019 Few-Shot Learning
Code Code Available Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions Dec 10, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Transfer Learning for Few-Shot Learning Dec 6, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot Object Detection via Feature Reweighting Dec 5, 2018 Few-Shot Learning Few-Shot Object Detection
Code Code Available One-Shot Instance Segmentation Nov 28, 2018 Few-Shot Learning Few-Shot Object Detection
Code Code Available How to train your MAML Oct 22, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning with Latent Embedding Optimization Jul 16, 2018 Few-Shot Learning Meta-Learning
Code Code Available Meta-learning with differentiable closed-form solvers May 21, 2018 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available On First-Order Meta-Learning Algorithms Mar 8, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning to Compare: Relation Network for Few-Shot Learning Nov 16, 2017 Few-Shot Image Classification Few-Shot Learning
Code Code Available 