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ResearchFormerly WizWand

Few-shot classification on Omniglot

99.9AccuracyMAML
45.66459.744573.82587.9055Nov 8, 2019Dec 10, 2020Jan 12, 2022Feb 14, 2023Mar 18, 2024Apr 20, 2025May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MAMLWay=5-way, Shot=5-shot2019.1199.9
Rel NetWay=5-way, Shot=5-shot2019.1199.8
SNAILWay=5-way, Shot=5-shot2019.1199.8
iMAMLWay=5-way, Shot=5-shot2019.1199.74
Proto NetWay=5-way, Shot=5-shot2019.1199.7
Rel NetWay=5-way, Shot=1-shot2019.1199.6
ApproxGradWay=5-way, Shot=5-shot2019.1199.51
iMAMLWay=5-way, Shot=1-shot2019.1199.5
RMDWay=5-way, Shot=5-shot2019.1199.5
PenaltyWay=5-way, Shot=5-shot2019.1199.45
SNAILWay=20-way, Shot=5-shot2019.1199.4
iMAMLWay=20-way, Shot=5-shot2019.1199.14
Rel NetWay=20-way, Shot=5-shot2019.1199.1
SNAILWay=5-way, Shot=1-shot2019.1199.1
MAMLWay=20-way, Shot=5-shot2019.1198.9
Proto NetWay=20-way, Shot=5-shot2019.1198.9
Proto NetWay=5-way, Shot=1-shot2019.1198.8
MAMLWay=5-way, Shot=1-shot2019.1198.7
RMDWay=5-way, Shot=1-shot2019.1198.6
PenaltyWay=20-way, Shot=5-shot2019.1198.47
ApproxGradWay=20-way, Shot=5-shot2019.1198.46
RMDWay=20-way, Shot=5-shot2019.1198.4
PenaltyWay=5-way, Shot=1-shot2019.1197.83
ApproxGradWay=5-way, Shot=1-shot2019.1197.75
Rel NetWay=20-way, Shot=1-shot2019.1197.6
SNAILWay=20-way, Shot=1-shot2019.1197.6
iMAMLWay=20-way, Shot=1-shot2019.1196.18
Proto NetWay=20-way, Shot=1-shot2019.1196
MAMLWay=20-way, Shot=1-shot2019.1195.8
RMDWay=20-way, Shot=1-shot2019.1195.5
UMTRAN-way=5, K-shot=52026.0595.43
LASIUM-MAMLN-way=5, K-shot=52026.0595.29
WiSE-FTNumber of ways=5, Number of shots=52023.1095.26
uDTWN-way=5, K-shot=52026.0594.88
FD-AlignNumber of ways=5, Number of shots=52023.1094.81
ApproxGradWay=20-way, Shot=1-shot2019.1194.69
sDTWN-way=5, K-shot=52026.0594.55
CLIPNumber of ways=5, Number of shots=52023.1094.29
PenaltyWay=20-way, Shot=1-shot2019.1194.06
EuclideanN-way=5, K-shot=52026.0593.09
UMTRAN-way=20, K-shot=52026.0592.12
LASIUM-ProtoNetsN-way=5, K-shot=52026.0591.1
CACTUs-MAMLN-way=5, K-shot=52026.0587.78
uDTWN-way=20, K-shot=52026.0587.48
sDTWN-way=20, K-shot=52026.0587.3
uDTWN-way=5, K-shot=12026.0583.84
FD-AlignNumber of ways=5, Number of shots=12023.1083.81
UMTRAN-way=5, K-shot=12026.0583.8
CACTUs-ProtoNetsN-way=5, K-shot=52026.0583.58
WiSE-FTNumber of ways=5, Number of shots=12023.1083.56
CLIPNumber of ways=5, Number of shots=12023.1083.27
LASIUM-MAMLN-way=5, K-shot=12026.0583.26
sDTWN-way=5, K-shot=12026.0583.13
EuclideanN-way=5, K-shot=12026.0582.2
EuclideanN-way=20, K-shot=52026.0581.32
LASIUM-ProtoNetsN-way=5, K-shot=12026.0580.15
UMTRAN-way=20, K-shot=12026.0574.25
CACTUs-MAMLN-way=20, K-shot=52026.0573.36
CACTUs-MAMLN-way=5, K-shot=12026.0568.84
uDTWN-way=20, K-shot=12026.0568.21
CACTUs-ProtoNetsN-way=5, K-shot=12026.0568.12
sDTWN-way=20, K-shot=12026.0567.69
CACTUs-ProtoNetsN-way=20, K-shot=52026.0566.27
EuclideanN-way=20, K-shot=12026.0562.61
CACTUs-MAMLN-way=20, K-shot=12026.0548.09
CACTUs-ProtoNetsN-way=20, K-shot=12026.0547.75