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ResearchFormerly WizWand

Classification on Spherical MNIST rotated level-4 mesh (train and test (R/R))

99.37AccuracySWSCNN
80.33885.27990.2295.161Jul 30, 2019Mar 26, 2020Nov 22, 2020Jul 21, 2021Mar 19, 2022Nov 15, 2022Jul 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SWSCNNparams=58k2020.0699.37
Gauge Net2019.0799.31
Gauge CNNEquivariant=true2023.0799.31
Esteves et al.params=57k2020.0698.71
SphCNNEquivariant=true2023.0798.71
HexRUNet-CArchitecture=Residual U-Net2019.0797.05
HexRUnetEquivariant=false2023.0797.05
HEAL-SWINEquivariant=false2023.0796.96
Kondor et al.2020.0696.6
Clebsch-Gordan NetsEquivariant=true2023.0796.6
Spherical TransformerEquivariant=true2023.0795.09
S2CNNEquivariant=true2023.0795
UGSCNN2019.0794.92
UGSCNNEquivariant=false2023.0794.92
Cohen et al.params=58k2020.0694.62
Planar CNNparams=59k2020.0681.07