Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGD Sep 15, 2021 Bilevel Optimization Few-Shot Image Classification
Code Code Available 5 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 5 Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering Feb 23, 2023 Classification Dimensionality Reduction
Code Code Available 5 Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network Jan 13, 2017 Classification Few-Shot Image Classification
Code Code Available 5 Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning Aug 2, 2022 Active Learning Few-Shot Image Classification
Code Code Available 5 Subspace Adaptation Prior for Few-Shot Learning Oct 13, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 TADAM: Task dependent adaptive metric for improved few-shot learning May 23, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 TextCaps : Handwritten Character Recognition with Very Small Datasets Apr 17, 2019 Few-Shot Image Classification Image Classification
Code Code Available 5 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 5 Towards a Neural Statistician Jun 7, 2016 Clustering Few-Shot Image Classification
Code Code Available 5 Unsupervised Image Classification for Deep Representation Learning Jun 20, 2020 Classification Clustering
Code Code Available 5 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 5 ViT-ProtoNet for Few-Shot Image Classification: A Multi-Benchmark Evaluation Jul 12, 2025 Few-Shot Image Classification image-classification
Code Code Available 5 Meta-OLE: Meta-learned Orthogonal Low-Rank Embedding Sep 29, 2021 Classification Few-Shot Image Classification
— Unverified 0 GCCN: Global Context Convolutional Network Oct 22, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified 0 Model-Agnostic Graph Regularization for Few-Shot Learning Feb 14, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified 0 Frozen Feature Augmentation for Few-Shot Image Classification Mar 15, 2024 Classification Data Augmentation
— Unverified 0 Model-Agnostic Meta-Learning for Multimodal Task Distributions Sep 27, 2018 Diversity Few-Shot Image Classification
— Unverified 0 Modelling Multi-modal Cross-interaction for ML-FSIC Based on Local Feature Selection Dec 18, 2024 feature selection Few-Shot Image Classification
— Unverified 0 Baby steps towards few-shot learning with multiple semantics Jun 5, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified 0 Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications Sep 21, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified 0 A Unified Framework with Meta-dropout for Few-shot Learning Oct 12, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified 0 Augmented Conditioning Is Enough For Effective Training Image Generation Feb 6, 2025 Conditional Image Generation Descriptive
— Unverified 0 Attribute Prototype Network for Any-Shot Learning Apr 4, 2022 Attribute Few-Shot Image Classification
— Unverified 0 FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models? Jul 9, 2023 Contrastive Learning Few-Shot Image Classification
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