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ResearchFormerly WizWand

20-way Few-shot Classification on Omniglot (test)

98.8251-shot AccuracyDCN4
87.67190.5667593.462596.35825Mar 15, 2017Aug 16, 2017Jan 17, 2018Jun 20, 2018Nov 21, 2018Apr 24, 2019Sep 25, 2019
Updated 8mo ago

Evaluation results

MethodLinks
DCN4layers=42019.0998.82599.505
Support nets6layers=62019.0998.5899.45
Support nets4layers=42019.0997.7999.27
SNAIL2019.0997.6499.36
Relation nets2019.0997.699.1
MetaNet2017.1297—
Prototypical NetworksDistance=Euclidean, Fine-tune=No2017.039698.9
Prototypical nets2019.099698.9
Meta-SGD2019.0995.9398.97
MAML2019.0995.898.9
Matching NetworksDistance=Cosine, Fine-tune=No2017.0393.898.5
Matching Nets2017.1293.898.5
Matching nets2019.0993.898.5
Matching NetworksDistance=Cosine, Fine-tune=Yes2017.0393.598.7
Neural StatisticianFine-tune=No2017.0393.298.1
Neural statistician2019.0993.298.1
Siamese Net2017.1288.297
Siamese nets2019.0988.197