Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Sep 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples Mar 7, 2019 Few-Shot Image Classification General Classification
Code Code Available Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need? Mar 25, 2020 All Few-Shot Image Classification
Code Code Available Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
Code Code Available Scaling Vision with Sparse Mixture of Experts Jun 10, 2021 Few-Shot Image Classification 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 Self-Supervision Can Be a Good Few-Shot Learner Jul 19, 2022 cross-domain few-shot learning Few-Shot Image Classification
Code Code Available Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks Oct 1, 2018 3D Shape Recognition Decoder
Code Code Available Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition Jan 8, 2021 Cross-Domain Few-Shot cross-domain 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 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 Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
Code Code Available Sparse Spatial Transformers for Few-Shot Learning Sep 27, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning Jul 6, 2023 Few-Shot Image Classification Few-Shot Learning
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 Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
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 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 Instance Credibility Inference for Few-Shot Learning Mar 26, 2020 Data Augmentation 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 FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 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 Few-Shot Classification with Feature Map Reconstruction Networks Dec 2, 2020 Classification Cross-Domain Few-Shot
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 