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ResearchFormerly WizWand

5-way 1-shot Image Classification on miniImageNet standard (test)

58.92AccuracyTrainProto-FSL
32.76439.554546.34553.1355Jun 21, 2021
Updated 8mo ago

Evaluation results

MethodLinks
TrainProto-FSLSupervision=unsupervised2021.0658.92
CSSL-FSL_Image168Supervision=unsupervised2021.0654.17
ProtoNetsSupervision=supervised2021.0647.01
MAMLSupervision=supervised2021.0646.6
ULDA-MetaOptNetSupervision=unsupervised2021.0640.71
ULDA-ProtoNetsSupervision=unsupervised2021.0640.63
UMTRASupervision=unsupervised2021.0639.93
CACTUS-MAMLSupervision=unsupervised2021.0639.9
CACTUS-ProtoNetsSupervision=unsupervised2021.0639.18
AAL-ProtoNetsSupervision=unsupervised2021.0637.67
AAL-MAML++Supervision=unsupervised2021.0634.57
UFLSTSupervision=unsupervised2021.0633.77