Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available 5 Universal Representation Learning from Multiple Domains for Few-shot Classification Mar 25, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Prompt Tuning based Adapter for Vision-Language Model Adaption Mar 24, 2023 Few-Shot Image Classification image-classification
Code Code Available 5 Meta-Learning with Implicit Gradients Sep 10, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
Code Code Available 5 VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Apr 4, 2023 Disentanglement Domain Generalization
Code Code Available 5 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Mar 9, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available 5 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 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 5 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 5 Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification Apr 28, 2023 Classification Few-Shot Image Classification
Code Code Available 5 On First-Order Meta-Learning Algorithms Mar 8, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available 5 Negative Margin Matters: Understanding Margin in Few-shot Classification Mar 26, 2020 Classification Few-Shot Image Classification
Code Code Available 5 Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available 5 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 5 Region Comparison Network for Interpretable Few-shot Image Classification Sep 8, 2020 Classification Few-Shot Image Classification
Code Code Available 5 On sensitivity of meta-learning to support data Oct 26, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition Jan 8, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available 5 Few-Shot Classification with Feature Map Reconstruction Networks Dec 2, 2020 Classification Cross-Domain Few-Shot
Code Code Available 5 Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
Code Code Available 5 Transformers Can Do Bayesian Inference Dec 20, 2021 AutoML Bayesian Inference
Code Code Available 5 Instance Credibility Inference for Few-Shot Learning Mar 26, 2020 Data Augmentation Few-Shot Image Classification
Code Code Available 5 Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation Jul 9, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 On the Efficacy of Differentially Private Few-shot Image Classification Feb 2, 2023 Federated Learning Few-Shot Image Classification
Code Code Available 5 Assessing Sample Quality via the Latent Space of Generative Models Jul 21, 2024 Few-Shot Image Classification image-classification
Code Code Available 5 Data-Efficient Language Shaped Few-shot Image Classification Nov 1, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Curriculum Meta-Learning for Few-shot Classification Dec 6, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Few-Shot Learning for Image Classification of Common Flora May 7, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Support-Set Context Matters for Bongard Problems Sep 7, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Few-Shot Image Recognition by Predicting Parameters from Activations Jun 12, 2017 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Neural TMDlayer: Modeling Instantaneous flow of features via SDE Generators Aug 19, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 5 Image Deformation Meta-Networks for One-Shot Learning May 28, 2019 Few-Shot Image Classification Meta-Learning
Code Code Available 5 Cooperative Meta-Learning with Gradient Augmentation Jun 7, 2024 Few-Shot Image Classification image-classification
Code Code Available 5 Simultaneous Perturbation Method for Multi-Task Weight Optimization in One-Shot Meta-Learning Oct 25, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Multidimensional Belief Quantification for Label-Efficient Meta-Learning Mar 23, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 A Simple Neural Attentive Meta-Learner Jul 11, 2017 Few-Shot Image Classification Meta-Learning
Code Code Available 5 Multi-Level Correlation Network For Few-Shot Image Classification Dec 4, 2024 Few-Shot Image Classification image-classification
Code Code Available 5 A Simple Approach to Adversarial Robustness in Few-shot Image Classification Apr 11, 2022 Adversarial Robustness Few-Shot Image Classification
Code Code Available 5 Multi-level Metric Learning for Few-shot Image Recognition Mar 21, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Jan 29, 2024 Cross-Domain Few-Shot Few-Shot Image Classification
Code Code Available 5 Meta-Learning without Memorization Dec 9, 2019 Few-Shot Image Classification image-classification
Code Code Available 5 Contextualizing Meta-Learning via Learning to Decompose Jun 15, 2021 Attribute Few-Shot Image Classification
Code Code Available 5 Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
Code Code Available 5 Meta-Learning Initializations for Image Segmentation Dec 13, 2019 Bayesian Optimization Few-Shot Image Classification
Code Code Available 5 