ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Apr 19, 2022 Fairness Few-Shot Image Classification
Code Code Available 5 The Balanced-Pairwise-Affinities Feature Transform Jun 25, 2024 Few-Shot Image Classification Image Clustering
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 GalLoP: Learning Global and Local Prompts for Vision-Language Models Jul 1, 2024 Diversity Domain Generalization
Code Code Available 5 Effective Data Augmentation With Diffusion Models Feb 7, 2023 Data Augmentation Diversity
Code Code Available 5 Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
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 LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 5 Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available 5 Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
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 Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
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 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification 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 Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
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 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
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 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 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available 5 A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available 5 Automated Relational Meta-learning Jan 3, 2020 Few-Shot Image Classification image-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 