Few-shot Relational Reasoning via Connection Subgraph Pretraining Oct 13, 2022 Few-Shot Image Classification Meta-Learning
Code Code Available A Unified Framework with Meta-dropout for Few-shot Learning Oct 12, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified BaseTransformers: Attention over base data-points for One Shot Learning Oct 5, 2022 Few-Shot Image Classification One-Shot Learning
Code Code Available Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022 Oct 1, 2022 Few-Shot Image Classification Object Recognition
Code Code Available Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification Sep 18, 2022 Bayesian Inference Clustering
— Unverified PaLI: A Jointly-Scaled Multilingual Language-Image Model Sep 14, 2022 Decoder Few-Shot Image Classification
Code Code Available Class-Specific Channel Attention for Few-Shot Learning Sep 3, 2022 Few-Shot Classification and Segmentation Few-Shot Image Classification
— Unverified NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results Aug 31, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Transductive Decoupled Variational Inference for Few-Shot Classification Aug 22, 2022 Classification Few-Shot Image Classification
Code Code Available Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning Aug 2, 2022 Active Learning Few-Shot Image Classification
Code Code Available Self-Supervision Can Be a Good Few-Shot Learner Jul 19, 2022 cross-domain few-shot learning Few-Shot Image Classification
Code Code Available Generative Adversarial Networks Based on Transformer Encoder and Convolution Block for Hyperspectral Image Classification Jul 16, 2022 Classification Classification Of Hyperspectral Images
— Unverified Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation Jul 14, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions Jul 7, 2022 Decoder Few-Shot Image Classification
— Unverified Task Discrepancy Maximization for Fine-grained Few-Shot Classification Jul 4, 2022 Classification Few-Shot Image Classification
Code Code Available Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Jun 30, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available p-Meta: Towards On-device Deep Model Adaptation Jun 25, 2022 Diversity Few-Shot Image Classification
— Unverified Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Rethinking Generalization in Few-Shot Classification Jun 15, 2022 Classification Few-Shot Image Classification
Code Code Available Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification May 30, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available Uncertainty-based Network for Few-shot Image Classification May 17, 2022 Classification Few-Shot Image Classification
— Unverified Privacy Enhancement for Cloud-Based Few-Shot Learning May 10, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling May 10, 2022 Few-Shot Image Classification General Classification
Code Code Available iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition Apr 22, 2022 Action Recognition Classification
Code Code Available ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Apr 19, 2022 Fairness Few-Shot Image Classification
Code Code Available Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference Apr 15, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available A Simple Approach to Adversarial Robustness in Few-shot Image Classification Apr 11, 2022 Adversarial Robustness Few-Shot Image Classification
Code Code Available Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
Code Code Available The Self-Optimal-Transport Feature Transform Apr 6, 2022 Few-Shot Image Classification Large-Scale Person Re-Identification
Code Code Available Attribute Prototype Network for Any-Shot Learning Apr 4, 2022 Attribute Few-Shot Image Classification
— Unverified Matching Feature Sets for Few-Shot Image Classification Apr 2, 2022 Classification Few-Shot Image Classification
— Unverified Multidimensional Belief Quantification for Label-Efficient Meta-Learning Mar 23, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available Worst Case Matters for Few-Shot Recognition Mar 13, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Continuous-Time Meta-Learning with Forward Mode Differentiation Mar 2, 2022 Few-Shot Image Classification image-classification
— Unverified EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Jan 24, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Visual Representation Learning with Self-Supervised Attention for Low-Label High-data Regime Jan 22, 2022 Few-Shot Image Classification image-classification
Code Code Available Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
Code Code Available HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
Code Code Available Improving Adversarially Robust Few-Shot Image Classification With Generalizable Representations Jan 1, 2022 Classification Few-Shot Image Classification
— Unverified Transformers Can Do Bayesian Inference Dec 20, 2021 AutoML Bayesian Inference
Code Code Available Exploring Category-correlated Feature for Few-shot Image Classification Dec 14, 2021 Classification Decoder
— Unverified Few-Shot Image Classification Along Sparse Graphs Dec 7, 2021 Classification Few-Shot Image Classification
— Unverified Curriculum Meta-Learning for Few-shot Classification Dec 6, 2021 Classification Few-Shot Image Classification
Code Code Available Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention Dec 2, 2021 Descriptive Few-Shot Image Classification
— Unverified argmax centroid Dec 1, 2021 Domain Adaptation Few-Shot Image Classification
— Unverified 