Multivariate Time Series Classification on Finger Movement
78AccuracyLPTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LPTM2023.11 | 78 | — | — | — | |
| CRT2023.11 | 72 | — | — | — | |
| SimMTM2023.11 | 68 | — | — | — | |
| MantisV2Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 64 | — | — | — | |
| AnchorMoE2026.06 | 62.67 | — | — | 62.19 | |
| TARNet2023.11 | 62 | — | — | — | |
| TiRexEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 62 | — | — | — | |
| NuTimeEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 61 | — | — | — | |
| MPTSNet2026.06 | 61 | — | — | 60.1 | |
| Chronos2Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 60 | — | — | — | |
| LightTS2026.06 | 59.67 | — | — | 59.18 | |
| MICN2026.06 | 59.41 | — | — | 59.08 | |
| TST2023.11 | 59 | — | — | — | |
| DLinear2026.06 | 59 | — | — | 58.8 | |
| MiniRocket2026.06 | 59 | — | — | 58.82 | |
| PatchTST2026.06 | 58.33 | — | — | 57.81 | |
| TSTAvg Train=1582023.05 | 58 | — | — | — | |
| Informer2023.11 | 58 | — | — | — | |
| TimesNet2023.11 | 58 | — | — | — | |
| WaveFormer2026.02 | 58 | — | — | — | |
| PatchTST2026.02 | 58 | — | — | — | |
| TimesNet2026.06 | 57.67 | — | — | 57.43 | |
| FEDformer2026.06 | 57.33 | — | — | 56.67 | |
| MOMENTEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 57 | — | — | — | |
| TiViT-HEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 57 | — | — | — | |
| Mantis+Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 57 | — | — | — | |
| ConvTranTrain size=3162023.05 | 56 | 21.33 | 0.02 | — | |
| ConvTranTrain Size=3162023.05 | 56 | — | — | — | |
| ConvTranAvg Train=1582023.05 | 56 | — | — | — | |
| ITAvg Train=1582023.05 | 56 | — | — | — | |
| ConvTran2026.02 | 56 | — | — | — | |
| IT2026.02 | 56 | — | — | — | |
| TST2026.02 | 56 | — | — | — | |
| ROCKETTrain size=3162023.05 | 55 | 0.96 | 0.35 | — | |
| ROCKETTrain Size=3162023.05 | 55 | — | — | — | |
| Disjoint-CNNAvg Train=1582023.05 | 54 | — | — | — | |
| ResNetAvg Train=1582023.05 | 54 | — | — | — | |
| Autoformer2023.11 | 54 | — | — | — | |
| ResNet2026.02 | 54 | — | — | — | |
| HC2Train Size=3162023.05 | 53 | — | — | — | |
| FCNAvg Train=1582023.05 | 53 | — | — | — | |
| TiConvNextEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 53 | — | — | — | |
| TSLANet2026.06 | 52.48 | — | — | 49.93 | |
| CIFTrain Size=3162023.05 | 52 | — | — | — | |
| Catch22+Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 52 | — | — | — | |
| TabPFNEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 50 | — | — | — | |
| TabICLEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 49 | — | — | — | |
| TS-TCC2023.11 | 47 | — | — | — | |
| TS2Vec2023.11 | 46 | — | — | — |