Instance Credibility Inference for Few-Shot Learning Mar 26, 2020 Data Augmentation Few-Shot Image Classification
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available BaseTransformers: Attention over base data-points for One Shot Learning Oct 5, 2022 Few-Shot Image Classification One-Shot Learning
Code Code Available Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation Jul 9, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available Few-Shot Classification with Feature Map Reconstruction Networks Dec 2, 2020 Classification Cross-Domain Few-Shot
Code Code Available Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Nov 30, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
Code Code Available How to train your MAML Oct 22, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Sep 4, 2020 Classification Clustering
Code Code Available Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022 Oct 1, 2022 Few-Shot Image Classification Object Recognition
Code Code Available Cross-domain Few-shot Learning with Task-specific Adapters Jul 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 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 Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
Code Code Available A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Jun 30, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Jan 24, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Match Them Up: Visually Explainable Few-shot Image Classification Nov 25, 2020 Classification Few-Shot Image Classification
Code Code Available Laplacian Regularized Few-Shot Learning Jun 29, 2020 Clustering Few-Shot Image Classification
Code Code Available Leveraging the Feature Distribution in Transfer-based Few-Shot Learning Jun 6, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Embedding Propagation: Smoother Manifold for Few-Shot Classification Mar 9, 2020 Classification Few-Shot Image Classification
Code Code Available Empirical Bayes Transductive Meta-Learning with Synthetic Gradients Apr 27, 2020 Few-Shot Image Classification Meta-Learning
Code Code Available Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Sep 12, 2024 Cross-Domain Few-Shot Few-Shot Image Classification
Code Code Available Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available Meta-Learning with Implicit Gradients Sep 10, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Transfer Learning for Few-Shot Learning Dec 6, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification May 28, 2020 Few-Shot Image Classification Fine-Grained Image Recognition
Code Code Available ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 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 Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification Apr 28, 2023 Classification Few-Shot Image Classification
Code Code Available A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mar 1, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available Open-Set Likelihood Maximization for Few-Shot Learning Jan 20, 2023 Few-Shot Image Classification Few-Shot Learning
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