Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context 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 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 Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available Match Them Up: Visually Explainable Few-shot Image Classification Nov 25, 2020 Classification 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 Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mar 1, 2021 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 Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
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 Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 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 Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier Jan 3, 2021 Classification Cross-Domain Few-Shot
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 Few-shot Relational Reasoning via Connection Subgraph Pretraining Oct 13, 2022 Few-Shot Image Classification Meta-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 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available How to train your MAML Oct 22, 2018 Few-Shot Image Classification Few-Shot Learning
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