DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available BaseTransformers: Attention over base data-points for One Shot Learning Oct 5, 2022 Few-Shot Image Classification One-Shot Learning
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Nov 30, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 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 Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation Jun 16, 2021 Few-Shot Image Classification image-classification
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
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 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 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 Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Jul 6, 2023 Few-Shot Image Classification Image Classification
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 Empirical Bayes Transductive Meta-Learning with Synthetic Gradients Apr 27, 2020 Few-Shot Image Classification Meta-Learning
Code Code Available ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification May 28, 2020 Few-Shot Image Classification Fine-Grained Image Recognition
Code Code Available ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 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 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 Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
Code Code Available Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Automated Relational Meta-learning Jan 3, 2020 Few-Shot Image Classification image-classification
Code Code Available Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
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