Rectifying the Shortcut Learning of Background for Few-Shot Learning Jul 16, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Memory Efficient Meta-Learning with Large Images Jul 2, 2021 Few-Shot Image Classification GPU
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 SITTA: Single Image Texture Translation for Data Augmentation Jun 25, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Jun 22, 2021 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 Contextualizing Meta-Learning via Learning to Decompose Jun 15, 2021 Attribute Few-Shot Image Classification
Code Code Available Scaling Vision with Sparse Mixture of Experts Jun 10, 2021 Few-Shot Image Classification Image Classification
Code Code Available Scaling Vision Transformers Jun 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments May 17, 2021 Classification Few-Shot Image Classification
— Unverified Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available MetaKernel: Learning Variational Random Features with Limited Labels May 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Few-Shot Learning for Image Classification of Common Flora May 7, 2021 Classification Few-Shot Image Classification
Code Code Available Local descriptor-based multi-prototype network for few-shot Learning May 5, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Subspace Representation Learning for Few-shot Image Classification May 2, 2021 Classification Diversity
— Unverified Rich Semantics Improve Few-shot Learning Apr 26, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation Apr 26, 2021 Cloze (multi-choices) (Few-Shot) Cloze (multi-choices) (One-Shot)
Code Code Available Prototypical Region Proposal Networks for Few-Shot Localization and Classification Apr 8, 2021 Classification Few-Shot Image Classification
— Unverified Few-Shot Action Recognition with Compromised Metric via Optimal Transport Apr 8, 2021 Action Recognition Few-Shot action recognition
— Unverified ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition Apr 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Universal Representation Learning from Multiple Domains for Few-shot Classification Mar 25, 2021 Classification Few-Shot Image Classification
Code Code Available Multi-level Metric Learning for Few-shot Image Recognition Mar 21, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Hierarchical Representation based Query-Specific Prototypical Network for Few-Shot Image Classification Mar 21, 2021 Few-Shot Image Classification General Classification
— Unverified How to distribute data across tasks for meta-learning? Mar 15, 2021 Few-Shot Image Classification image-classification
— Unverified 