Table 3.
Performance Comparison of Transformer-based and recent Models on the UCI Dataset.
| Model | Accuracy | Precision | Recall | Specificity | F1-score | MCC |
|---|---|---|---|---|---|---|
| DCAM-Net36 |  |
 |
 |
 |
 |
 |
| DeepConvContext37 |  |
 |
 |
 |
 |
 |
| CMD-HAR38 |  |
 |
 |
 |
 |
 |
| MS-GCN-Transformer39 |  |
 |
 |
 |
 |
 |
| Reformer42 |  |
 |
 |
 |
 |
 |
| Reformer-EMD43 |  |
 |
 |
 |
 |
 |
| Reformer-CEEMD44 |  |
 |
 |
 |
 |
 |
| Reformer-VMD45 |  |
 |
 |
 |
 |
 |
| Transformer46 |  |
 |
 |
 |
 |
 |
| Transformer-EMD |  |
 |
 |
 |
 |
 |
| Transformer-CEEMD |  |
 |
 |
 |
 |
 |
| Transformer-VMD |  |
 |
 |
 |
 |
 |
| Informer47 |  |
 |
 |
 |
 |
 |
| Informer-EMD |  |
 |
 |
 |
 |
 |
| Informer-CEEMD |  |
 |
 |
 |
 |
 |
| Informer-VMD |  |
 |
 |
 |
 |
 |
| Pure-ASSAFormer |  |
 |
 |
 |
 |
 |
| ASSAFormer-EMD |  |
 |
 |
 |
 |
 |
| ASSAFormer-CEEMD |  |
 |
 |
 |
 |
 |
| ASSAFormer-VMD |  |
 |
 |
 |
 |
 |