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ResearchFormerly WizWand

N-way K-shot Image Classification on Omniglot (test)

97.7Accuracy (5,1)ProtoNet
50.69262.89675.187.304Jun 19, 2020
Updated 8mo ago

Evaluation results

MethodLinks
ProtoNetArchitecture=Conv-4, Pre-training=Supervised2020.0697.799.2894.498.39
UFLSTArchitecture=Conv-4, Pre-training=Unsupervised2020.0697.0399.1991.2897.37
MAMLArchitecture=Conv-4, Pre-training=Supervised2020.0694.4698.8384.696.29
Pre+LinearArchitecture=Conv-4, Pre-training=Supervised2020.0694.399.0886.0597.11
AAL-MAML++Architecture=Conv-4, Pre-training=Unsupervised2020.0688.497.9670.2188.32
ProtoTransferArchitecture=Conv-4, Pre-training=Unsupervised2020.068896.4872.2789.08
AAL-ProtoNetArchitecture=Conv-4, Pre-training=Unsupervised2020.0684.6689.1468.7974.28
UMTRAArchitecture=Conv-4, Pre-training=Unsupervised2020.0683.895.4374.2592.12
CACTUS-MAMLArchitecture=Conv-4, Pre-training=Unsupervised2020.0668.8487.7848.0973.36
CACTUS-ProtoNetArchitecture=Conv-4, Pre-training=Unsupervised2020.0668.1283.5847.7566.27
Training (scratch)Architecture=Conv-4, Training=Randomly Initialized2020.0652.574.7824.9147.62