Fault Diagnosis on HIT Bearing Dataset (test)
100AccuracyAeroGPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AeroGPTModel Category=Fault Diagnosis Models2025.06 | 100 | 100 | 100 | |
| Swin-TransformerModel Category=General Purpose Models2025.06 | 99.8 | 99.75 | 99.88 | |
| LiConvFormerModel Category=Fault Diagnosis Models2025.06 | 99.79 | 99.8 | 99.79 | |
| MPSO-ACBCNNModel Category=Fault Diagnosis Models2025.06 | 99.79 | 99.79 | 99.79 | |
| ResNet50Model Category=General Purpose Models2025.06 | 99.79 | 99.79 | 99.79 | |
| MA1DCNNModel Category=Fault Diagnosis Models2025.06 | 99.59 | 99.59 | 99.59 | |
| PoolFormerModel Category=General Purpose Models2025.06 | 99.59 | 99.5 | 99.75 | |
| Swin-Transformer V2Model Category=General Purpose Models2025.06 | 99.59 | 99.5 | 99.49 | |
| DCNDSCModel Category=Fault Diagnosis Models2025.06 | 99.39 | 99.4 | 99.39 | |
| TAUNModel Category=Fault Diagnosis Models2025.06 | 99.38 | 99.39 | 99.38 | |
| Conv-TransformerModel Category=General Purpose Models2025.06 | 99.17 | 99.18 | 99.17 | |
| ILDMModel Category=Fault Diagnosis Models2025.06 | 98.76 | 98.77 | 98.76 | |
| TFNModel Category=Fault Diagnosis Models2025.06 | 98.58 | 98.58 | 98.58 | |
| DSRSNModel Category=Fault Diagnosis Models2025.06 | 98.38 | 98.39 | 98.38 | |
| SPCFormerModel Category=Fault Diagnosis Models2025.06 | 98.35 | 98.37 | 98.34 | |
| Masked AutoEncoderModel Category=General Purpose Models2025.06 | 98.34 | 98.47 | 98.34 | |
| MRCNN-LSTMModel Category=Fault Diagnosis Models2025.06 | 94.42 | 94.48 | 94.44 | |
| ConvNeXt V2Model Category=General Purpose Models2025.06 | 94.41 | 95.71 | 95.94 |