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