List your company
ResearchFormerly WizWand

20-way 5-shot Classification on Omniglot (test)

99.14AccuracyiMAML
28.336846.718465.183.4816Oct 4, 2018Mar 31, 2019Sep 26, 2019Mar 23, 2020Sep 17, 2020Mar 15, 2021Sep 10, 2021
Updated 8mo ago

Evaluation results

MethodLinks
iMAMLInner optimizer=Hessian-Free2019.0999.14
MAML2019.0998.9
Oracle-ProtoNetscontrol=true2018.1098.81
MAML (Replication)Size=113.21K, MACs=10.07M2021.0998.78
iMAMLInner optimizer=Gradient Descent (GD)2019.0998.69
Matching NetsSize=225.91K, MACs=20.29M2021.0998.5
first-order MAML2019.0997.9
Reptile2019.0997.12
Siamese NetsSize=35.96M, MACs=1.36G2021.0997
Oracle-MAMLcontrol=true2018.1096.29
ACAI CACTUS-MAMLEmbedding=ACAI, k=500, P=1002018.1073.36
ACAI knn-nearest neighborsEmbedding=ACAI, Protocol=knn-nearest neighbors2018.1066.38
ACAI linear classifierEmbedding=ACAI, Protocol=linear classifier2018.1066.33
ACAI CACTUS-ProtoNetsEmbedding=ACAI, k=500, P=1002018.1066.27
ACAI MLP with dropoutEmbedding=ACAI, Protocol=MLP with dropout2018.1058.62
BiGAN CACTUS-MAMLEmbedding=BiGAN, k=500, P=1002018.1058.62
BiGAN CACTUS-ProtoNetsEmbedding=BiGAN, k=500, P=1002018.1050.62
Training from scratch2018.1047.62
BiGAN knn-nearest neighborsEmbedding=BiGAN, Protocol=knn-nearest neighbors2018.1046.7
ACAI cluster matchingEmbedding=ACAI, Protocol=cluster matching, k=5002018.1045.93
BiGAN linear classifierEmbedding=BiGAN, Protocol=linear classifier2018.1045.82
BiGAN MLP with dropoutEmbedding=BiGAN, Protocol=MLP with dropout2018.1040.71
BiGAN cluster matchingEmbedding=BiGAN, Protocol=cluster matching, k=5002018.1031.06