ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Apr 19, 2022 Fairness Few-Shot Image Classification
Code Code Available 5 LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 5 GalLoP: Learning Global and Local Prompts for Vision-Language Models Jul 1, 2024 Diversity Domain Generalization
Code Code Available 5 AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Jul 5, 2024 Action Recognition Few-Shot Image Classification
Code Code Available 5 Prototypical Networks for Few-shot Learning Mar 15, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available 5 Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
Code Code Available 5 The Balanced-Pairwise-Affinities Feature Transform Jun 25, 2024 Few-Shot Image Classification Image Clustering
Code Code Available 5 Effective Data Augmentation With Diffusion Models Feb 7, 2023 Data Augmentation Diversity
Code Code Available 5 How to train your MAML Oct 22, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available 5 Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation Jul 9, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Sep 4, 2020 Classification Clustering
Code Code Available 5 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 5 HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Few-shot Relational Reasoning via Connection Subgraph Pretraining Oct 13, 2022 Few-Shot Image Classification Meta-Learning
Code Code Available 5 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 5 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 5 FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 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 5 Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available 5 Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Jul 6, 2023 Few-Shot Image Classification Image Classification
Code Code Available 5 Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available 5 Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available 5 A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 BaseTransformers: Attention over base data-points for One Shot Learning Oct 5, 2022 Few-Shot Image Classification One-Shot Learning
Code Code Available 5 BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available 5 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 5 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available 5 Embedding Propagation: Smoother Manifold for Few-Shot Classification Mar 9, 2020 Classification Few-Shot Image Classification
Code Code Available 5 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 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 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 5 Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available 5 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Debiased Learning from Naturally Imbalanced Pseudo-Labels Jan 5, 2022 counterfactual Counterfactual Reasoning
Code Code Available 5 DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available 5 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available 5 Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available 5 Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available 5 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 5 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 5 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 5 A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available 5 Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Automated Relational Meta-learning Jan 3, 2020 Few-Shot Image Classification image-classification
Code Code Available 5 Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
Code Code Available 5 