ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Apr 19, 2022 Fairness Few-Shot Image Classification
Code Code Available AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Jul 5, 2024 Action Recognition Few-Shot Image Classification
Code Code Available LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available The Balanced-Pairwise-Affinities Feature Transform Jun 25, 2024 Few-Shot Image Classification Image Clustering
Code Code Available GalLoP: Learning Global and Local Prompts for Vision-Language Models Jul 1, 2024 Diversity Domain Generalization
Code Code Available Prototypical Networks for Few-shot Learning Mar 15, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available Effective Data Augmentation With Diffusion Models Feb 7, 2023 Data Augmentation Diversity
Code Code Available Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
Code Code Available How to train your MAML Oct 22, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
Code Code Available GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Sep 4, 2020 Classification Clustering
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 Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
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 HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available Embedding Propagation: Smoother Manifold for Few-Shot Classification Mar 9, 2020 Classification 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 Few-shot Relational Reasoning via Connection Subgraph Pretraining Oct 13, 2022 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 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 Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier Jan 3, 2021 Classification Cross-Domain Few-Shot
Code Code Available A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available Few-Shot Classification with Feature Map Reconstruction Networks Dec 2, 2020 Classification Cross-Domain Few-Shot
Code Code Available Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
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 BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
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 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
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 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 Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking 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 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification 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 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Jul 6, 2023 Few-Shot Image Classification Image Classification
Code Code Available Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute 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 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 Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual 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 Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
Code Code Available Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Automated Relational Meta-learning Jan 3, 2020 Few-Shot Image Classification image-classification
Code Code Available Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
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