OpenCodePapers

few-shot-image-classification-on-tiered-3

Image ClassificationFew-Shot Image Classification
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PaperCodeAccuracyModelNameReleaseDate
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link80.6Transductive CNAPS + FETI2020-06-17
Improved Few-Shot Visual Classification✓ Link78.5Simple CNAPS + FETI2019-12-07
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link72.5Transductive CNAPS2020-06-17
Improved Few-Shot Visual Classification✓ Link70.2Simple CNAPS2019-12-07
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link59.4TPN (Higher Shot)2018-05-25
Prototypical Networks for Few-shot Learning✓ Link58.3Prototypical Networks (Higher Way)2017-03-15
Learning to Compare: Relation Network for Few-Shot Learning✓ Link58.0Relation Networks2017-11-16
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link57.9Label Propagation2018-05-25
Prototypical Networks for Few-shot Learning✓ Link57.8Prototypical Networks2017-03-15
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link54.7MAML + Transduction2017-03-09
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link53.3MAML2017-03-09
On First-Order Meta-Learning Algorithms✓ Link52.0Reptile+BN2018-03-08
On First-Order Meta-Learning Algorithms✓ Link48.0Reptile2018-03-08
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