Time-series Classification on HandMovementDirection (HMD) (test)
42AccuracyResRMNI
Evaluation Results
| Method | Links | |
|---|---|---|
| ResRMNIRecurrent Matrix=Identity2025.08 | 42 | |
| RMN2025.08 | 41.5 | |
| Baseline end-to-endm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=742026.03 | 40.5 | |
| ResRMNRRecurrent Matrix=Random2025.08 | 31.9 | |
| ResRMNCRecurrent Matrix=Circular2025.08 | 29.7 | |
| ResESNIRecurrent Matrix=Identity2025.08 | 28.8 | |
| ResESNRRecurrent Matrix=Random2025.08 | 27.6 | |
| ResESNCRecurrent Matrix=Circular2025.08 | 27 | |
| LeakyESN2025.08 | 24.7 | |
| LLM NASm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=74, NAS search budget (cycles)=102026.03 | 21.6 | |
| Previous workm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=742026.03 | 21.6 | |
| Baseline stagedm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=742026.03 | 20.3 |