Fault diagnosis on CWRU dataset
98.5AccuracyLISTA-Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| LISTA-TransformerCategory=Transformer-based Fault Diagnosis Methods2026.03 | 98.5 | |
| Swin Transformer-ResNetCategory=Transformer-based Fault Diagnosis Methods2026.03 | 98.45 | |
| 1D-ViT-1DepthCategory=Transformer-based Fault Diagnosis Methods2026.03 | 98.07 | |
| TransformerCategory=Transformer-based Fault Diagnosis Methods2026.03 | 97.8 | |
| Swin Transformer-GAMCNNCategory=Transformer-based Fault Diagnosis Methods2026.03 | 97.54 | |
| Spark-IRFACategory=Traditional Diagnostic Methods2026.03 | 97.22 | |
| LSTMCategory=Traditional Diagnostic Methods2026.03 | 97.2 | |
| CNNCategory=Traditional Diagnostic Methods2026.03 | 96.8 | |
| Spark-RFACategory=Traditional Diagnostic Methods2026.03 | 96.51 | |
| SSA-SL TransformerCategory=Transformer-based Fault Diagnosis Methods2026.03 | 95.54 | |
| SVMCategory=Traditional Diagnostic Methods2026.03 | 95.2 |