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ResearchFormerly WizWand

20-way 1-shot Classification on Omniglot (test)

99.2AccuracySiamese Nets
16.748838.154459.5680.9656Oct 4, 2018May 20, 2019Jan 3, 2020Aug 18, 2020Apr 3, 2021Nov 17, 2021Jul 4, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Siamese NetsSize=35.96M, MACs=1.36G2021.0999.2
iMAMLInner optimizer=Hessian-Free2019.0996.18
MAML2019.0995.8
Oracle-ProtoNetscontrol=true2018.1095.31
iMAMLInner optimizer=Gradient Descent (GD)2019.0994.46
iMAMLorder=second-order, phase=two-phased2022.0794.46
CMLorder=first-order, phase=two-phased2022.0794.16
Matching NetsSize=225.91K, MACs=20.29M2021.0993.8
LCPorder=first-order, phase=single-phase2022.0791
T1-T2order=first-order, phase=single-phase2022.0789.72
Reptile2019.0989.43
Reptileorder=first-order, phase=single-phase2022.0789.43
first-order MAML2019.0989.4
FOMAMLorder=first-order, phase=single-phase2022.0789.4
Oracle-MAMLcontrol=true2018.1084.6
ACAI CACTUS-MAMLEmbedding=ACAI, k=500, P=1002018.1048.09
ACAI CACTUS-ProtoNetsEmbedding=ACAI, k=500, P=1002018.1047.75
ACAI linear classifierEmbedding=ACAI, Protocol=linear classifier2018.1043.2
ACAI knn-nearest neighborsEmbedding=ACAI, Protocol=knn-nearest neighbors2018.1039.73
BiGAN CACTUS-MAMLEmbedding=BiGAN, k=500, P=1002018.1035.56
BiGAN CACTUS-ProtoNetsEmbedding=BiGAN, k=500, P=1002018.1033.4
ACAI cluster matchingEmbedding=ACAI, Protocol=cluster matching, k=5002018.1032.19
ACAI MLP with dropoutEmbedding=ACAI, Protocol=MLP with dropout2018.1030.65
BiGAN linear classifierEmbedding=BiGAN, Protocol=linear classifier2018.1027.8
BiGAN knn-nearest neighborsEmbedding=BiGAN, Protocol=knn-nearest neighbors2018.1027.37
Training from scratch2018.1024.91
BiGAN cluster matchingEmbedding=BiGAN, Protocol=cluster matching, k=5002018.1021.54
BiGAN MLP with dropoutEmbedding=BiGAN, Protocol=MLP with dropout2018.1019.92