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Human Activity Recognition on HAR

7.53Time per Sweep (s)AE
7.484327.792668.1018.40934Jun 15, 2021

Evaluation results

MethodLinks
AEModel Type=Auto-encoders, Feature Dimension=32, # of Params.=62,9402021.067.53——
SALSModel Type=Tensor models, Rank=32, # of Params.=2,6882021.067.535—0
AEModel Type=Auto-encoders, Feature Dimension=128, # of Params.=87,6122021.067.662——
AEssModel Type=Auto-encoders, Feature Dimension=32, # of Params.=62,9402021.067.765——
AEssModel Type=Auto-encoders, Feature Dimension=128, # of Params.=87,6122021.067.804——
GR-SALSModel Type=Tensor models, Rank=32, # of Params.=2,6882021.067.829—0.0003
BYOLModel Type=Self-sup models, Feature Dimension=32, # of Params.=54,3422021.068.43——
SimCLRModel Type=Self-sup models, Feature Dimension=32, # of Params.=53,2862021.068.459——
BYOLModel Type=Self-sup models, Feature Dimension=128, # of Params.=82,1822021.068.478——
SimCLRModel Type=Self-sup models, Feature Dimension=128, # of Params.=65,6702021.068.532——
ATDssModel Type=Tensor models, Rank=32, # of Params.=2,6882021.068.604—0.0011
ATDModel Type=Tensor models, Rank=32, # of Params.=2,6882021.068.672——
Best Single Expert2026.03—91.2—
EARCP2026.03—94.8—
Equal Weighting2026.03—92.8—
Hedge2026.03—93.9—
Offline MoE2026.03—93.5—
Stacking2026.03—93.1—