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