Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available Meta-learning algorithms for Few-Shot Computer Vision Sep 30, 2019 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 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 Multidimensional Belief Quantification for Label-Efficient Meta-Learning Mar 23, 2022 Few-Shot Image Classification Few-Shot Learning
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
Code Code Available Multi-Level Correlation Network For Few-Shot Image Classification Dec 4, 2024 Few-Shot Image Classification image-classification
Code Code Available Multi-level Metric Learning for Few-shot Image Recognition Mar 21, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
Code Code Available MetaKernel: Learning Variational Random Features with Limited Labels May 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering Feb 23, 2023 Classification Dimensionality Reduction
Code Code Available Deep supervised learning for hyperspectral data classification through convolutional neural networks Jul 26, 2015 Classification Few-Shot Image Classification
Code Code Available MetaFun: Meta-Learning with Iterative Functional Updates Dec 5, 2019 Decoder Few-Shot Image Classification
Code Code Available 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 Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network Jan 13, 2017 Classification Few-Shot Image Classification
Code Code Available Meta-Curvature Feb 9, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Neural TMDlayer: Modeling Instantaneous flow of features via SDE Generators Aug 19, 2021 Data Augmentation 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 Deep Metric Learning-Based Feature Embedding for Hyperspectral Image Classification Oct 30, 2019 Domain Adaptation 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 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 MaxUp: A Simple Way to Improve Generalization of Neural Network Training Feb 20, 2020 Few-Shot Image Classification General Classification
Code Code Available On the Efficacy of Differentially Private Few-shot Image Classification Feb 2, 2023 Federated Learning Few-Shot Image Classification
Code Code Available Low-shot Visual Recognition by Shrinking and Hallucinating Features Jun 9, 2016 BIG-bench Machine Learning Few-Shot Image Classification
Code Code Available Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning Aug 2, 2022 Active Learning Few-Shot Image Classification
Code Code Available Low-shot learning with large-scale diffusion Jun 7, 2017 Few-Shot Image Classification graph construction
Code Code Available A Baseline for Few-Shot Image Classification Sep 6, 2019 Classification Few-Shot Image Classification
Code Code Available Subspace Adaptation Prior for Few-Shot Learning Oct 13, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery Mar 26, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Visual Representation Learning with Self-Supervised Attention for Low-Label High-data Regime Jan 22, 2022 Few-Shot Image Classification image-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 Logarithm-transform aided Gaussian Sampling for Few-Shot Learning Sep 28, 2023 Classification Few-Shot Image Classification
Code Code Available TADAM: Task dependent adaptive metric for improved few-shot learning May 23, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning to Remember Rare Events Mar 9, 2017 Few-Shot Image Classification image-classification
Code Code Available A Simple Neural Attentive Meta-Learner Jul 11, 2017 Few-Shot Image Classification Meta-Learning
Code Code Available PRE: Vision-Language Prompt Learning with Reparameterization Encoder Sep 14, 2023 Few-Shot Image Classification Prompt Engineering
Code Code Available Privacy Enhancement for Cloud-Based Few-Shot Learning May 10, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available RelationNet2: Deep Comparison Columns for Few-Shot Learning Nov 17, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available A Simple Approach to Adversarial Robustness in Few-shot Image Classification Apr 11, 2022 Adversarial Robustness Few-Shot Image Classification
Code Code Available Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning May 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning to Propagate for Graph Meta-Learning Sep 11, 2019 Dataset Generation Few-Shot Image Classification
Code Code Available Learning to Obstruct Few-Shot Image Classification over Restricted Classes Sep 28, 2024 Attribute Classification
Code Code Available Are LSTMs Good Few-Shot Learners? Oct 22, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available TextCaps : Handwritten Character Recognition with Very Small Datasets Apr 17, 2019 Few-Shot Image Classification Image Classification
Code Code Available Learning to learn via Self-Critique May 24, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Data-Efficient Language Shaped Few-shot Image Classification Nov 1, 2021 Classification Few-Shot Image Classification
Code Code Available Curriculum Meta-Learning for Few-shot Classification Dec 6, 2021 Classification Few-Shot Image Classification
Code Code Available Learning Deep Parsimonious Representations Dec 1, 2016 Clustering Few-Shot Image Classification
Code Code Available Knowledge Graph Transfer Network for Few-Shot Recognition Nov 21, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available RAFIC: Retrieval-Augmented Few-shot Image Classification Dec 11, 2023 Classification Few-Shot Image Classification
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