Activity Recognition on HHAR (test)
89.01Mean F1 ScoreIDAA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IDAALearning Paradigm=Self-Supervised2023.09 | 89.01 | 88.98 | |
| Finding Order in Chaos (Ours)Learning Paradigm=Self-Supervised2023.09 | 87.95 | 88.05 | |
| STAugLearning Paradigm=Self-Supervised2023.09 | 87.73 | 87.69 | |
| GenRepLearning Paradigm=Self-Supervised2023.09 | 86.45 | 87.05 | |
| PosETLearning Paradigm=Self-Supervised2023.09 | 85.9 | 85.77 | |
| Traditional Augs.Learning Paradigm=Self-Supervised2023.09 | 84.31 | 85.48 | |
| NNCLRLearning Paradigm=Self-Supervised2023.09 | 82.15 | 83.16 | |
| DACLLearning Paradigm=Self-Supervised2023.09 | 81.31 | 80.89 | |
| Aug. BankLearning Paradigm=Self-Supervised2023.09 | 75.13 | 67.95 | |
| InfoMinLearning Paradigm=Self-Supervised2023.09 | 29.72 | 31.58 | |
| Con4mr%=0%, Model Group=TSC & NLL2024.07 | 0.8029 | — | |
| UNICONr%=0%, Model Group=NLL2024.07 | 0.7861 | — | |
| Con4mr%=20%, Model Group=TSC & NLL2024.07 | 0.7859 | — | |
| Scale-Tr%=0%, Model Group=TSC & NLL2024.07 | 0.7777 | — | |
| UNICONr%=20%, Model Group=NLL2024.07 | 0.7694 | — | |
| Scale-Tr%=20%, Model Group=TSC & NLL2024.07 | 0.7671 | — | |
| Scale-Tr%=40%, Model Group=TSC & NLL2024.07 | 0.7597 | — | |
| Con4mr%=40%, Model Group=TSC & NLL2024.07 | 0.7552 | — | |
| UNICONr%=40%, Model Group=NLL2024.07 | 0.7321 | — | |
| Sel-CLr%=0%, Model Group=NLL2024.07 | 0.73 | — | |
| Sel-CLr%=40%, Model Group=NLL2024.07 | 0.7281 | — | |
| Sel-CLr%=20%, Model Group=NLL2024.07 | 0.7228 | — | |
| TimesNetr%=0%, Model Group=TSC2024.07 | 0.7207 | — | |
| MiniRocketr%=0%, Model Group=TSC2024.07 | 0.7034 | — | |
| TimesNetr%=20%, Model Group=TSC2024.07 | 0.7019 | — | |
| MS-TCN2r%=0%, Model Group=TAS2024.07 | 0.6979 | — | |
| SIGUAr%=0%, Model Group=NLL2024.07 | 0.6894 | — | |
| SREAr%=0%, Model Group=TSC & NLL2024.07 | 0.6864 | — | |
| SIGUAr%=20%, Model Group=NLL2024.07 | 0.6847 | — | |
| SIGUAr%=40%, Model Group=NLL2024.07 | 0.676 | — | |
| TimesNetr%=40%, Model Group=TSC2024.07 | 0.6676 | — | |
| MS-TCN2r%=20%, Model Group=TAS2024.07 | 0.6672 | — | |
| SREAr%=20%, Model Group=TSC & NLL2024.07 | 0.6602 | — | |
| SREAr%=40%, Model Group=TSC & NLL2024.07 | 0.6567 | — | |
| MiniRocketr%=20%, Model Group=TSC2024.07 | 0.6332 | — | |
| ASFormerr%=0%, Model Group=TAS2024.07 | 0.6252 | — | |
| MS-TCN2r%=40%, Model Group=TAS2024.07 | 0.6229 | — | |
| ASFormerr%=20%, Model Group=TAS2024.07 | 0.6092 | — | |
| ASFormerr%=40%, Model Group=TAS2024.07 | 0.6077 | — | |
| MiniRocketr%=40%, Model Group=TSC2024.07 | 0.5925 | — | |
| DiffActr%=0%, Model Group=TAS2024.07 | 0.5676 | — | |
| DiffActr%=20%, Model Group=TAS2024.07 | 0.5386 | — | |
| PatchTSTr%=0%, Model Group=TSC2024.07 | 0.52 | — | |
| DiffActr%=40%, Model Group=TAS2024.07 | 0.5063 | — | |
| PatchTSTr%=40%, Model Group=TSC2024.07 | 0.4569 | — | |
| PatchTSTr%=20%, Model Group=TSC2024.07 | 0.4546 | — | |
| CODATSLearning Paradigm=Supervised2023.09 | — | 45.69 | |
| DCLLearning Paradigm=Supervised2023.09 | — | 51.27 | |
| GILELearning Paradigm=Supervised2023.09 | — | 55.61 |