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 