Table 5.
Performance Comparison of Transformer-based and recent Models on URFD Dataset.
| Model | Accuracy | Precision | Recall | Specificity | F1-score | MCC |
|---|---|---|---|---|---|---|
| DCAM-Net |  |
 |
 |
 |
 |
 |
| DeepConvContext |  |
 |
 |
 |
 |
 |
| CMD-HAR |  |
 |
 |
 |
 |
 |
| MS-GCN-Transformer |  |
 |
 |
 |
 |
 |
| Reformer |  |
 |
 |
 |
 |
 |
| Reformer-EMD |  |
 |
 |
 |
 |
 |
| Reformer-CEEMD |  |
 |
 |
 |
 |
 |
| Reformer-VMD |  |
 |
 |
 |
 |
 |
| Transformer |  |
 |
 |
 |
 |
 |
| Transformer-EMD |  |
 |
 |
 |
 |
 |
| Transformer-CEEMD |  |
 |
 |
 |
 |
 |
| Transformer-VMD |  |
 |
 |
 |
 |
 |
| Informer |  |
 |
 |
 |
 |
 |
| Informer-EMD |  |
 |
 |
 |
 |
 |
| Informer-CEEMD |  |
 |
 |
 |
 |
 |
| Informer-VMD |  |
 |
 |
 |
 |
 |
| Pure-ASSAFormer |  |
 |
 |
 |
 |
 |
| ASSAFormer-EMD |  |
 |
 |
 |
 |
 |
| ASSAFormer-CEEMD |  |
 |
 |
 |
 |
 |
| ASSAFormer-VMD |  |
 |
 |
 |
 |
 |