OpenCodePapers

few-shot-image-classification-on-mini-12

Image ClassificationFew-Shot Image Classification
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeAccuracyModelNameReleaseDate
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link68.5Transductive CNAPS + FETI2020-06-17
Improved Few-Shot Visual Classification✓ Link63.5Simple CNAPS + FETI2019-12-07
Transductive Information Maximization For Few-Shot Learning✓ Link56.1TIM-GD2020-08-25
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link42.8Transductive CNAPS2020-06-17
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link38.4TPN (Higher Shot)2018-05-25
Improved Few-Shot Visual Classification✓ Link37.1Simple CNAPS2019-12-07
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link35.2Label Propagation2018-05-25
Learning to Compare: Relation Network for Few-Shot Learning✓ Link34.9Relation Networks2017-11-16
Prototypical Networks for Few-shot Learning✓ Link34.6Prototypical Networks (Higher Way)2017-03-15
Prototypical Networks for Few-shot Learning✓ Link32.9Prototypical Networks2017-03-15
On First-Order Meta-Learning Algorithms✓ Link32.0Reptile+BN2018-03-08
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link31.8MAML + Transduction2017-03-09
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link31.3MAML2017-03-09
On First-Order Meta-Learning Algorithms✓ Link31.1Reptile2018-03-08