OpenCodePapers

few-shot-image-classification-on-tiered-2

Image ClassificationFew-Shot Image Classification
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PaperCodeAccuracyModelNameReleaseDate
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link65.1Transductive CNAPS + FETI2020-06-17
Improved Few-Shot Visual Classification✓ Link57.1Simple CNAPS + FETI2019-12-07
Enhancing Few-Shot Image Classification with Unlabelled Examples✓ Link54.6Transductive CNAPS2020-06-17
Improved Few-Shot Visual Classification✓ Link48.1Simple CNAPS2019-12-07
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link44.8TPN (Higher Shot)2018-05-25
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning✓ Link39.4Label Propagation2018-05-25
Prototypical Networks for Few-shot Learning✓ Link38.6Prototypical Networks (Higher Way)2017-03-15
Prototypical Networks for Few-shot Learning✓ Link37.3Prototypical Networks2017-03-15
Learning to Compare: Relation Network for Few-Shot Learning✓ Link36.3Relation Networks2017-11-16
On First-Order Meta-Learning Algorithms✓ Link35.3Reptile+BN2018-03-08
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link34.8MAML + Transduction2017-03-09
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link34.4MAML2017-03-09
On First-Order Meta-Learning Algorithms✓ Link33.7Reptile2018-03-08
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