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 5 Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available 5 Edge-labeling Graph Neural Network for Few-shot Learning May 4, 2019 Clustering Few-Shot Image Classification
Code Code Available 5 Evaluation of Output Embeddings for Fine-Grained Image Classification Sep 30, 2014 Classification Few-Shot Image Classification
Code Code Available 5 Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification Jan 27, 2020 Few-Shot Image Classification General Classification
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 Few-Shot Image Recognition by Predicting Parameters from Activations Jun 12, 2017 Few-Shot Image Classification Few-Shot Learning
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 Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace Jan 17, 2018 Few-Shot Image Classification Meta-Learning
Code Code Available 5 Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks Oct 3, 2019 Few-Shot Image Classification General Classification
Code Code Available 5 Hierarchically Structured Meta-learning May 13, 2019 Clustering Continual Learning
Code Code Available 5 Hyperspectral image classification via a random patches network May 22, 2018 Classification Few-Shot Image Classification
Code Code Available 5 iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition Apr 22, 2022 Action Recognition Classification
Code Code Available 5 IDEA: Image Description Enhanced CLIP-Adapter Jan 15, 2025 Few-Shot Image Classification image-classification
Code Code Available 5 Improved Few-Shot Visual Classification Dec 7, 2019 Classification Few-Shot Image Classification
Code Code Available 5 Enhancing Few-Shot Image Classification with Unlabelled Examples Jun 17, 2020 Classification Clustering
Code Code Available 5 Improving Few-Shot Visual Classification with Unlabelled Examples Sep 28, 2020 Classification Clustering
Code Code Available 5 KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles Nov 6, 2022 Few-Shot Image Classification image-classification
Code Code Available 5 Knowledge Graph Transfer Network for Few-Shot Recognition Nov 21, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Learning Deep Parsimonious Representations Dec 1, 2016 Clustering Few-Shot Image Classification
Code Code Available 5 Learning to learn via Self-Critique May 24, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Learning to Obstruct Few-Shot Image Classification over Restricted Classes Sep 28, 2024 Attribute Classification
Code Code Available 5 Learning to Propagate for Graph Meta-Learning Sep 11, 2019 Dataset Generation Few-Shot Image Classification
Code Code Available 5 Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning May 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Learning to Remember Rare Events Mar 9, 2017 Few-Shot Image Classification image-classification
Code Code Available 5 Logarithm-transform aided Gaussian Sampling for Few-Shot Learning Sep 28, 2023 Classification Few-Shot Image Classification
Code Code Available 5 Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery Mar 26, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Low-shot learning with large-scale diffusion Jun 7, 2017 Few-Shot Image Classification graph construction
Code Code Available 5 Low-shot Visual Recognition by Shrinking and Hallucinating Features Jun 9, 2016 BIG-bench Machine Learning Few-Shot Image Classification
Code Code Available 5 MaxUp: A Simple Way to Improve Generalization of Neural Network Training Feb 20, 2020 Few-Shot Image Classification General Classification
Code Code Available 5 MergedNET: A simple approach for one-shot learning in siamese networks based on similarity layers Oct 14, 2022 Few-Shot Image Classification Fine-Grained Image Classification
Code Code Available 5 Meta-Curvature Feb 9, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 MetaFun: Meta-Learning with Iterative Functional Updates Dec 5, 2019 Decoder Few-Shot Image Classification
Code Code Available 5 MetaKernel: Learning Variational Random Features with Limited Labels May 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Meta-learning algorithms for Few-Shot Computer Vision Sep 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Meta-Learning Initializations for Image Segmentation Dec 13, 2019 Bayesian Optimization Few-Shot Image Classification
Code Code Available 5 Meta-Learning Probabilistic Inference For Prediction May 24, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Meta-Learning without Memorization Dec 9, 2019 Few-Shot Image Classification image-classification
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 Multi-Level Correlation Network For Few-Shot Image Classification Dec 4, 2024 Few-Shot Image Classification 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 Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
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 Neural TMDlayer: Modeling Instantaneous flow of features via SDE Generators Aug 19, 2021 Data Augmentation Few-Shot Image Classification
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 PAC-Bayes meta-learning with implicit task-specific posteriors Mar 5, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 PaLI: A Jointly-Scaled Multilingual Language-Image Model Sep 14, 2022 Decoder Few-Shot Image Classification
Code Code Available 5 PRE: Vision-Language Prompt Learning with Reparameterization Encoder Sep 14, 2023 Few-Shot Image Classification Prompt Engineering
Code Code Available 5 Privacy Enhancement for Cloud-Based Few-Shot Learning May 10, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 