Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning Mar 10, 2023 Few-Shot Image Classification image-classification
— Unverified Unsupervised Learning using Pretrained CNN and Associative Memory Bank May 2, 2018 Few-Shot Image Classification Fine-Grained Image Classification
— Unverified Unsupervised Meta-Learning For Few-Shot Image Classification Nov 28, 2018 Classification Few-Shot Image Classification
— Unverified Variational Neuron Shifting for Few-Shot Image Classification Across Domains May 1, 2024 Bayesian Inference Few-Shot Image Classification
— Unverified Variational Feature Disentangling for Fine-Grained Few-Shot Classification Oct 7, 2020 Classification Few-Shot Image Classification
— Unverified Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Oct 20, 2022 Classification Contrastive Learning
— Unverified Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition Jun 11, 2019 Action Recognition Few-Shot Image Classification
— Unverified How Does the Task Landscape Affect MAML Performance? Oct 27, 2020 Few-Shot Image Classification image-classification
— Unverified Prototype Rectification for Few-Shot Learning Nov 25, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Improving Few-Shot Visual Classification with Unlabelled Examples Sep 28, 2020 Classification Clustering
Code Code Available Cooperative Meta-Learning with Gradient Augmentation Jun 7, 2024 Few-Shot Image Classification image-classification
Code Code Available Tiny models from tiny data: Textual and null-text inversion for few-shot distillation Jun 5, 2024 Few-Shot Image Classification image-classification
Code Code Available Enhancing Few-Shot Image Classification with Unlabelled Examples Jun 17, 2020 Classification Clustering
Code Code Available Improved Few-Shot Visual Classification Dec 7, 2019 Classification Few-Shot Image Classification
Code Code Available RAFIC: Retrieval-Augmented Few-shot Image Classification Dec 11, 2023 Classification Few-Shot Image Classification
Code Code Available Image Deformation Meta-Networks for One-Shot Learning May 28, 2019 Few-Shot Image Classification Meta-Learning
Code Code Available IDEA: Image Description Enhanced CLIP-Adapter Jan 15, 2025 Few-Shot Image Classification image-classification
Code Code Available iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition Apr 22, 2022 Action Recognition Classification
Code Code Available Hyperspectral image classification via a random patches network May 22, 2018 Classification Few-Shot Image Classification
Code Code Available Hierarchically Structured Meta-learning May 13, 2019 Clustering Continual Learning
Code Code Available Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks Oct 3, 2019 Few-Shot Image Classification General Classification
Code Code Available Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace Jan 17, 2018 Few-Shot Image Classification Meta-Learning
Code Code Available Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Mar 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Towards a Neural Statistician Jun 7, 2016 Clustering Few-Shot Image Classification
Code Code Available Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Nov 30, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Contextualizing Meta-Learning via Learning to Decompose Jun 15, 2021 Attribute Few-Shot Image Classification
Code Code Available Adversarially Robust Few-Shot Learning: A Meta-Learning Approach Oct 2, 2019 Classification Few-Shot Image Classification
Code Code Available Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Jul 21, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy Imitation Jun 23, 2023 Few-Shot Image Classification Few-Shot Imitation Learning
Code Code Available Scaling Vision Transformers Jun 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-Shot Learning for Image Classification of Common Flora May 7, 2021 Classification Few-Shot Image Classification
Code Code Available CMVAE: Causal Meta VAE for Unsupervised Meta-Learning Feb 20, 2023 Few-Shot Image Classification image-classification
Code Code Available Few-Shot Image Recognition by Predicting Parameters from Activations Jun 12, 2017 Few-Shot Image Classification Few-Shot Learning
Code Code Available Self-Supervised Learning For Few-Shot Image Classification Nov 14, 2019 Classification Cross-Domain Few-Shot
Code Code Available Clustered Task-Aware Meta-Learning by Learning from Learning Paths Sep 29, 2021 Clustering Few-Shot Image Classification
Code Code Available ViT-ProtoNet for Few-Shot Image Classification: A Multi-Benchmark Evaluation Jul 12, 2025 Few-Shot Image Classification image-classification
Code Code Available 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 Associative Alignment for Few-shot Image Classification Dec 11, 2019 Classification Domain Adaptation
Code Code Available Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification Jan 27, 2020 Few-Shot Image Classification General Classification
Code Code Available Assessing Sample Quality via the Latent Space of Generative Models Jul 21, 2024 Few-Shot Image Classification image-classification
Code Code Available Evaluation of Output Embeddings for Fine-Grained Image Classification Sep 30, 2014 Classification Few-Shot Image Classification
Code Code Available SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Nov 28, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Edge-labeling Graph Neural Network for Few-shot Learning May 4, 2019 Clustering Few-Shot Image Classification
Code Code Available Adaptive Cross-Modal Few-Shot Learning Feb 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGD Sep 15, 2021 Bilevel Optimization Few-Shot Image Classification
Code Code Available Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation Jul 28, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Simple Semi-supervised Knowledge Distillation from Vision-Language Models via Dual-Head Optimization May 12, 2025 Few-Shot Image Classification Knowledge Distillation
Code Code Available Delta-encoder: an effective sample synthesis method for few-shot object recognition Jun 12, 2018 Few-Shot Image Classification Few-Shot Learning
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