OpenCodePapers

few-shot-image-classification-on-omniglot-1-2

Image ClassificationFew-Shot Image Classification
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PaperCodeAccuracyModelNameReleaseDate
Meta-Curvature✓ Link99.97MC2+2019-02-09
Decoder Choice Network for Meta-Learning✓ Link99.92%DCN6-E2019-09-25
Decoder Choice Network for Meta-Learning✓ Link99.8%DCN42019-09-25
Learning to Compare: Relation Network for Few-Shot Learning✓ Link99.6Relation Net2017-11-16
Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace✓ Link99.5MT-net2018-01-17
Meta-Learning with Implicit Gradients✓ Link99.50iMAML, Hessian-Free2019-09-10
How to train your MAML✓ Link99.47MAML++2018-10-22
Hyperbolic Image Embeddings✓ Link99.0Hyperbolic ProtoNet2019-04-03
Prototypical Networks for Few-shot Learning✓ Link98.8Prototypical Networks2017-03-15
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link98.7MAML2017-03-09
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference✓ Link98.43VAMPIRE2019-07-27
Rapid Adaptation with Conditionally Shifted Neurons98.42adaCNN (DF)2017-12-28
Learning to Remember Rare Events✓ Link98.4ConvNet with Memory Module2017-03-09
Matching Networks for One Shot Learning✓ Link98.1Matching Nets2016-06-13
Towards a Neural Statistician✓ Link98.1Neural Statistician2016-06-07
Adaptive Posterior Learning: few-shot learning with a surprise-based memory module✓ Link97.9APL2019-02-07
On First-Order Meta-Learning Algorithms✓ Link97.68Reptile + Transduction2018-03-08
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