Time-series Classification on PAMAP2
97AccuracyTARNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TARNet2023.11 | 97 | — | — | |
| LPTM2023.11 | 97 | — | — | |
| TST2023.11 | 96 | — | — | |
| TS-TCC2023.11 | 94 | — | — | |
| TS2Vec2023.11 | 93 | — | — | |
| SimMTM2023.11 | 93 | — | — | |
| MONAQFLASH=14.528, RAM=23.316, MAC=488,480, Energy=3.20E-04, Latency=25.5592025.05 | 91.2 | — | — | |
| TENet(6)FLASH=172.504, RAM=343.956, MAC=11,022,688, Energy=1.96E-02, Latency=1489.6232025.05 | 90.1 | — | — | |
| Grid SearchFLASH=24.096, RAM=27.464, MAC=204,073, Energy=4.82E-04, Latency=37.9152025.05 | 89.5 | — | — | |
| CRT2023.11 | 88 | — | — | |
| Autoformer2023.11 | 87 | — | — | |
| TimesNet2023.11 | 84 | — | — | |
| D-CNNFLASH=28.128, RAM=23.256, MAC=158,100, Energy=6.25E-04, Latency=47.4992025.05 | 83.9 | — | — | |
| DS-CNNFLASH=22.384, RAM=42.248, MAC=863,400, Energy=1.35E-03, Latency=101.2772025.05 | 83.1 | — | — | |
| GPT-4oFLASH=1245.584, RAM=41.308, MAC=4,052,224, Energy=1.69E-03, Latency=133.3912025.05 | 78.9 | — | — | |
| SupervisedEvaluation Protocol=Linear evaluation2026.05 | 76.1 | — | — | |
| TinyTNASFLASH=11.848, RAM=24.864, MAC=104,199, Energy=3.95E-04, Latency=29.6312025.05 | 75.2 | — | — | |
| CNNFLASH=23.168, RAM=32.344, MAC=3,945,600, Energy=2.00E-03, Latency=140.9202025.05 | 73.9 | — | — | |
| Informer2023.11 | 73 | — | — | |
| Random ForestEvaluation Protocol=Linear evaluation2026.05 | 72.87 | — | — | |
| ShiFTEvaluation protocol=Linear probing, Total Training Time (h)=2.352026.06 | 72.74 | — | — | |
| Rand Init.Evaluation protocol=Linear probing, Total Training Time (h)=<0.012026.06 | 71.91 | — | — | |
| Random Init.Evaluation Protocol=Linear evaluation2026.05 | 71.73 | — | — | |
| TNCEvaluation Protocol=Linear evaluation2026.05 | 71.59 | — | — | |
| CoSTEvaluation Protocol=Linear evaluation2026.05 | 71.51 | — | — | |
| SoftEvaluation Protocol=Linear evaluation2026.05 | 71.38 | — | — | |
| Di-COTEvaluation Protocol=Linear evaluation2026.05 | 71.38 | — | — | |
| TF-CEvaluation Protocol=Linear evaluation2026.05 | 71.3 | — | — | |
| SimCLREvaluation protocol=Linear probing, Total Training Time (h)=3.112026.06 | 71.19 | — | — | |
| TS2VecEvaluation protocol=Linear probing, Total Training Time (h)=3.022026.06 | 70.74 | — | — | |
| InfoTSEvaluation protocol=Linear probing, Total Training Time (h)=2.912026.06 | 70.65 | — | — | |
| InfoTSEvaluation Protocol=Linear evaluation2026.05 | 70.63 | — | — | |
| TS-TCCEvaluation Protocol=Linear evaluation2026.05 | 70.42 | — | — | |
| TS2VecEvaluation Protocol=Linear evaluation2026.05 | 70.37 | — | — | |
| SimMTMEvaluation protocol=Linear probing, Total Training Time (h)=10.232026.06 | 70.15 | — | — | |
| CaTTEvaluation Protocol=Linear evaluation2026.05 | 69.86 | — | — | |
| SimMTMEvaluation Protocol=Linear evaluation2026.05 | 69.75 | — | — | |
| GPT-4o-miniFLASH=312.360, RAM=22.876, MAC=1,247,776, Energy=6.46E-04, Latency=59.5652025.05 | 67.2 | — | — | |
| Random ForestEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 64.94 | — | — | |
| Raw DataEvaluation Protocol=Linear evaluation2026.05 | 64.04 | — | — | |
| Di-COTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 61.9 | — | — | |
| CaTTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 60.57 | — | — | |
| InfoTSEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 60.53 | — | — | |
| SupervisedEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 60.23 | — | — | |
| TS2VecEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 59.99 | — | — | |
| CoSTEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 59.89 | — | — | |
| SoftEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 59.7 | — | — | |
| TF-CEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 59.52 | — | — | |
| Random Init.Evaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 59.42 | — | — | |
| TNCEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 59.13 | — | — | |
| SimMTMEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 58.66 | — | — | |
| TS-TCCEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 58.38 | — | — | |
| Raw DataEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 57.17 | — | — | |
| LSTMFLASH=10.048, RAM=23.056, MAC=64, Energy=3.40E-08, Latency=0.1042025.05 | 52.1 | — | — | |
| ConvLSTMFLASH=12.360, RAM=41.140, MAC=976,128, Energy=6.48E-04, Latency=44.6122025.05 | 24.8 | — | — | |
| MLPFLASH=330.616, RAM=21.660, MAC=327,104, Energy=3.33E-06, Latency=5.6142025.05 | 20.1 | — | — | |
| TCNFLASH=35.176, RAM=34.176, MAC=1,593,664, Energy=2.64E-03, Latency=235.8232025.05 | 14.9 | — | — | |
| Random SearchFLASH=57.192, RAM=31.688, MAC=174,016, Energy=5.91E-04, Latency=37.9922025.05 | 10.4 | — | — | |
| MiniRocketEvaluation Protocol=Linear evaluation2026.05 | 10.28 | — | — | |
| MiniRocketEvaluation protocol=Linear evaluation, Labeled data=1%2026.05 | 5.4 | — | — | |
| ConvTran2026.05 | — | 23 | 0.08 | |
| ET2026.05 | — | 54.9 | 0.067 | |
| FCN2026.05 | — | 29.3 | 0.177 | |
| GRU2026.05 | — | 30.9 | 0.11 | |
| HInception2026.05 | — | 34 | 0.287 | |
| Hydra2026.05 | — | 19.6 | 0.095 | |
| Informer2026.05 | — | 27.7 | 0.116 | |
| LSTM2026.05 | — | 30.3 | 0.1 | |
| Mamba12026.05 | — | 27.5 | 0.114 | |
| Mamba22026.05 | — | 30.2 | 0.138 | |
| MS42026.05 | — | 28.7 | 0.14 | |
| MS4N2026.05 | — | 28.6 | 0.102 | |
| Quant2026.05 | — | 24.5 | 0.118 | |
| Transformer2026.05 | — | 26.1 | 0.117 |