Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks Dec 13, 2020 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 Region Comparison Network for Interpretable Few-shot Image Classification Sep 8, 2020 Classification Few-Shot Image Classification
Code Code Available Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
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 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Mar 20, 2020 feature selection Few-Shot Image Classification
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 SemiReward: A General Reward Model for Semi-supervised Learning Oct 4, 2023 Few-Shot Image Classification Image Classification
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 SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Nov 12, 2019 Few-Shot Image Classification 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 Mixture-based Feature Space Learning for Few-shot Image Classification Nov 24, 2020 Clustering Few-Shot Image Classification
Code Code Available Task Discrepancy Maximization for Fine-grained Few-Shot Classification Jul 4, 2022 Classification Few-Shot Image Classification
Code Code Available Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available The effectiveness of MAE pre-pretraining for billion-scale pretraining Mar 23, 2023 Action Classification Action 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 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 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
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