Adversarially Robust Few-Shot Learning: A Meta-Learning Approach Oct 2, 2019 Classification Few-Shot Image Classification
Code Code Available Meta-learning algorithms for Few-Shot Computer Vision Sep 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning to Propagate for Graph Meta-Learning Sep 11, 2019 Dataset Generation Few-Shot Image Classification
Code Code Available A Baseline for Few-Shot Image Classification Sep 6, 2019 Classification Few-Shot Image Classification
Code Code Available HSI-BERT: Hyperspectral Image Classification Using the Bidirectional Encoder Representation From Transformers Sep 4, 2019 Classification Few-Shot Image Classification
— Unverified Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Uncertainty in Model-Agnostic Meta-Learning using Variational Inference Jul 27, 2019 BIG-bench Machine Learning Classification
— Unverified Revisiting Metric Learning for Few-Shot Image Classification Jul 6, 2019 Classification Few-Shot Image Classification
— Unverified Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition Jun 11, 2019 Action Recognition Few-Shot Image Classification
— Unverified Baby steps towards few-shot learning with multiple semantics Jun 5, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image Classification Jun 1, 2019 Data Augmentation Few-Shot Image Classification
— Unverified Image Deformation Meta-Networks for One-Shot Learning May 28, 2019 Few-Shot Image Classification Meta-Learning
Code Code Available Learning to learn via Self-Critique May 24, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Hierarchically Structured Meta-learning May 13, 2019 Clustering Continual Learning
Code Code Available Edge-labeling Graph Neural Network for Few-shot Learning May 4, 2019 Clustering Few-Shot Image Classification
Code Code Available Amortized Bayesian Meta-Learning May 1, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified TextCaps : Handwritten Character Recognition with Very Small Datasets Apr 17, 2019 Few-Shot Image Classification Image Classification
Code Code Available Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Mar 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available Enhancing Generalization of First-Order Meta-Learning Mar 22, 2019 Few-Shot Image Classification image-classification
— Unverified Adaptive Cross-Modal Few-Shot Learning Feb 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Curvature Feb 9, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Centroid-based deep metric learning for speaker recognition Feb 6, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Toward Multimodal Model-Agnostic Meta-Learning Dec 18, 2018 Diversity Few-Shot Image Classification
— Unverified MetaGAN: An Adversarial Approach to Few-Shot Learning Dec 1, 2018 Classification Few-Shot Image Classification
— Unverified Unsupervised Meta-Learning For Few-Shot Image Classification Nov 28, 2018 Classification Few-Shot Image Classification
— Unverified RelationNet2: Deep Comparison Columns for Few-Shot Learning Nov 17, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Model-Agnostic Meta-Learning for Multimodal Task Distributions Sep 27, 2018 Diversity Few-Shot Image Classification
— Unverified Delta-encoder: an effective sample synthesis method for few-shot object recognition Jun 12, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Probabilistic Model-Agnostic Meta-Learning Jun 7, 2018 Active Learning Few-Shot Image Classification
— Unverified Object-Level Representation Learning for Few-Shot Image Classification May 28, 2018 Classification Few-Shot Image Classification
— Unverified Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning May 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning Probabilistic Inference For Prediction May 24, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available TADAM: Task dependent adaptive metric for improved few-shot learning May 23, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Hyperspectral image classification via a random patches network May 22, 2018 Classification Few-Shot Image Classification
Code Code Available Unsupervised Learning using Pretrained CNN and Associative Memory Bank May 2, 2018 Few-Shot Image Classification Fine-Grained Image Classification
— Unverified Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery Mar 26, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace Jan 17, 2018 Few-Shot Image Classification Meta-Learning
Code Code Available Transfer Learning on Manifolds via Learned Transport Operators Jan 1, 2018 Data Augmentation Few-Shot Image Classification
— Unverified Rapid Adaptation with Conditionally Shifted Neurons Dec 28, 2017 Few-Shot Image Classification
— Unverified A Simple Neural Attentive Meta-Learner Jul 11, 2017 Few-Shot Image Classification Meta-Learning
Code Code Available Few-Shot Image Recognition by Predicting Parameters from Activations Jun 12, 2017 Few-Shot Image Classification Few-Shot Learning
Code Code Available Low-shot learning with large-scale diffusion Jun 7, 2017 Few-Shot Image Classification graph construction
Code Code Available Discriminative k-shot learning using probabilistic models Jun 1, 2017 Few-Shot Image Classification General Classification
— Unverified Learning to Remember Rare Events Mar 9, 2017 Few-Shot Image Classification image-classification
Code Code Available Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network Jan 13, 2017 Classification Few-Shot Image Classification
Code Code Available Learning Deep Parsimonious Representations Dec 1, 2016 Clustering Few-Shot Image Classification
Code Code Available Low-shot Visual Recognition by Shrinking and Hallucinating Features Jun 9, 2016 BIG-bench Machine Learning Few-Shot Image Classification
Code Code Available Towards a Neural Statistician Jun 7, 2016 Clustering Few-Shot Image Classification
Code Code Available Deep supervised learning for hyperspectral data classification through convolutional neural networks Jul 26, 2015 Classification Few-Shot Image Classification
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