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ResearchFormerly WizWand

Activity Recognition on HHAR (test)

89.01Mean F1 ScoreIDAA
-3.08761620.82234244.732368.642258Sep 23, 2023Nov 14, 2023Jan 5, 2024Feb 26, 2024Apr 18, 2024Jun 9, 2024Jul 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
IDAALearning Paradigm=Self-Supervised2023.0989.0188.98
Finding Order in Chaos (Ours)Learning Paradigm=Self-Supervised2023.0987.9588.05
STAugLearning Paradigm=Self-Supervised2023.0987.7387.69
GenRepLearning Paradigm=Self-Supervised2023.0986.4587.05
PosETLearning Paradigm=Self-Supervised2023.0985.985.77
Traditional Augs.Learning Paradigm=Self-Supervised2023.0984.3185.48
NNCLRLearning Paradigm=Self-Supervised2023.0982.1583.16
DACLLearning Paradigm=Self-Supervised2023.0981.3180.89
Aug. BankLearning Paradigm=Self-Supervised2023.0975.1367.95
InfoMinLearning Paradigm=Self-Supervised2023.0929.7231.58
Con4mr%=0%, Model Group=TSC & NLL2024.070.8029—
UNICONr%=0%, Model Group=NLL2024.070.7861—
Con4mr%=20%, Model Group=TSC & NLL2024.070.7859—
Scale-Tr%=0%, Model Group=TSC & NLL2024.070.7777—
UNICONr%=20%, Model Group=NLL2024.070.7694—
Scale-Tr%=20%, Model Group=TSC & NLL2024.070.7671—
Scale-Tr%=40%, Model Group=TSC & NLL2024.070.7597—
Con4mr%=40%, Model Group=TSC & NLL2024.070.7552—
UNICONr%=40%, Model Group=NLL2024.070.7321—
Sel-CLr%=0%, Model Group=NLL2024.070.73—
Sel-CLr%=40%, Model Group=NLL2024.070.7281—
Sel-CLr%=20%, Model Group=NLL2024.070.7228—
TimesNetr%=0%, Model Group=TSC2024.070.7207—
MiniRocketr%=0%, Model Group=TSC2024.070.7034—
TimesNetr%=20%, Model Group=TSC2024.070.7019—
MS-TCN2r%=0%, Model Group=TAS2024.070.6979—
SIGUAr%=0%, Model Group=NLL2024.070.6894—
SREAr%=0%, Model Group=TSC & NLL2024.070.6864—
SIGUAr%=20%, Model Group=NLL2024.070.6847—
SIGUAr%=40%, Model Group=NLL2024.070.676—
TimesNetr%=40%, Model Group=TSC2024.070.6676—
MS-TCN2r%=20%, Model Group=TAS2024.070.6672—
SREAr%=20%, Model Group=TSC & NLL2024.070.6602—
SREAr%=40%, Model Group=TSC & NLL2024.070.6567—
MiniRocketr%=20%, Model Group=TSC2024.070.6332—
ASFormerr%=0%, Model Group=TAS2024.070.6252—
MS-TCN2r%=40%, Model Group=TAS2024.070.6229—
ASFormerr%=20%, Model Group=TAS2024.070.6092—
ASFormerr%=40%, Model Group=TAS2024.070.6077—
MiniRocketr%=40%, Model Group=TSC2024.070.5925—
DiffActr%=0%, Model Group=TAS2024.070.5676—
DiffActr%=20%, Model Group=TAS2024.070.5386—
PatchTSTr%=0%, Model Group=TSC2024.070.52—
DiffActr%=40%, Model Group=TAS2024.070.5063—
PatchTSTr%=40%, Model Group=TSC2024.070.4569—
PatchTSTr%=20%, Model Group=TSC2024.070.4546—
CODATSLearning Paradigm=Supervised2023.09—45.69
DCLLearning Paradigm=Supervised2023.09—51.27
GILELearning Paradigm=Supervised2023.09—55.61