OpenCodePapers

few-shot-image-classification-on-mini-13

Image ClassificationFew-Shot Image Classification
Results over time
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Leaderboard
PaperCodeAccuracyModelNameReleaseDate
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link85.9Transductive CNAPS + FETI2020-06-17
Improved Few-Shot Visual Classification✓ Link83.1Simple CNAPS + FETI2019-12-07
Transductive Information Maximization For Few-Shot Learning✓ Link72.8TIM-GD2020-08-25
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link59.6Transductive CNAPS2020-06-17
Improved Few-Shot Visual Classification✓ Link56.7Simple CNAPS2019-12-07
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link52.8TPN (Higher Shot)2018-05-25
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link51.2Label Propagation2018-05-25
Prototypical Networks for Few-shot Learning✓ Link50.1Prototypical Networks (Higher Way)2017-03-15
Prototypical Networks for Few-shot Learning✓ Link49.3Prototypical Networks2017-03-15
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link48.2MAML + Transduction2017-03-09
Learning to Compare: Relation Network for Few-Shot Learning✓ Link47.9Relation Networks2017-11-16
On First-Order Meta-Learning Algorithms✓ Link47.6Reptile+BN2018-03-08
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link46.9MAML2017-03-09
On First-Order Meta-Learning Algorithms✓ Link44.7Reptile2018-03-08