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ResearchFormerly WizWand

Classification on Omniglot 20-way (test)

98.97AccuracyMeta-SGD
65.294874.037482.7891.5226Jul 31, 2017Jul 7, 2018Jun 14, 2019May 21, 2020Apr 28, 2021Apr 5, 2022Mar 13, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Meta-SGDshot=5-shot2017.0798.97
MAMLshot=5-shot2017.0798.9
Matching Netsshot=5-shot2017.0798.5
Siamese Netsshot=5-shot2017.0797
Meta-SGDshot=1-shot2017.0795.93
MAMLshot=1-shot2017.0795.8
Flow-based Reduction (FBR)M=5, # of Param=1.372023.0395.71
Flow-based Reduction (FBR)M=7, # of Param=1.462023.0395.68
Flow-based Reduction (FBR)M=3, # of Param=0.912023.0394.99
Matching Netsshot=1-shot2017.0793.8
Gumbel-Matrix# of Param=9.082023.0393.52
Single Task# of Param=20.002023.0393.48
Shared Bottom# of Param=1.002023.0393.25
MoE# of Param=9.082023.0392.19
Siamese Netsshot=1-shot2017.0788.2
CMTR2023.0387.19
Soft Ordering# of Param=0.272023.0366.59