OpenCodePapers

few-shot-image-classification-on-omniglot-5-2

Image ClassificationFew-Shot Image Classification
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PaperCodeAccuracyModelNameReleaseDate
Decoder Choice Network for Meta-Learning✓ Link99.92%DCN6-E2019-09-25
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link99.9MAML2017-03-09
Adaptive Posterior Learning: few-shot learning with a surprise-based memory module✓ Link99.9APL2019-02-07
Meta-Curvature✓ Link99.89MC2+2019-02-09
Decoder Choice Network for Meta-Learning✓ Link99.89%DCN42019-09-25
How to train your MAML✓ Link99.85%MAML++2018-10-22
Learning to Compare: Relation Network for Few-Shot Learning✓ Link99.8Relation Net2017-11-16
Meta-Learning with Implicit Gradients✓ Link99.74%iMAML, Hessian-Free2019-09-10
Prototypical Networks for Few-shot Learning✓ Link99.7Prototypical Networks2017-03-15
Learning to Remember Rare Events✓ Link99.6ConvNet with Memory Module2017-03-09
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference✓ Link99.56%VAMPIRE2019-07-27
Towards a Neural Statistician✓ Link99.5Neural Statistician2016-06-07
On First-Order Meta-Learning Algorithms✓ Link99.48Reptile + Transduction2018-03-08
Hyperbolic Image Embeddings✓ Link99.4Hyperbolic ProtoNet2019-04-03
Rapid Adaptation with Conditionally Shifted Neurons99.37adaCNN (DF)2017-12-28
Matching Networks for One Shot Learning✓ Link98.9Matching Nets2016-06-13
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