Fault Diagnosis on DIRG (Non-Defective)
99.46AccuracyAeroGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AeroGPTModel Category=Fault Diagnosis Model2025.06 | 99.46 | 97.08 | 98.14 | |
| DCNDSCModel Category=Fault Diagnosis Model2025.06 | 99.2 | 98.83 | 97.21 | |
| MA1DCNNModel Category=Fault Diagnosis Model2025.06 | 99.15 | 99.18 | 96.96 | |
| TAUNModel Category=Fault Diagnosis Model2025.06 | 99.04 | 98.21 | 96.57 | |
| MPSO-ACBCNNModel Category=Fault Diagnosis Model2025.06 | 99.01 | 95.73 | 96.56 | |
| LiConvFormerModel Category=Fault Diagnosis Model2025.06 | 98.87 | 97.08 | 95.97 | |
| Masked AutoEncoderModel Category=General Purpose Model2025.06 | 98.29 | 94.62 | 93.98 | |
| ResNet50Model Category=General Purpose Model2025.06 | 98.14 | 93.42 | 93.47 | |
| SPCFormerModel Category=Fault Diagnosis Model2025.06 | 98.1 | 93.68 | 93.32 | |
| Swin-Transformer V2Model Category=General Purpose Model2025.06 | 97.6 | 90.59 | 91.71 | |
| DSRSNModel Category=Fault Diagnosis Model2025.06 | 97.51 | 86.77 | 91.78 | |
| TFN-STFFModel Category=Fault Diagnosis Model2025.06 | 96.9 | 87.06 | 89.46 | |
| ILDMModel Category=Fault Diagnosis Model2025.06 | 96.35 | 84.1 | 87.78 | |
| Conv-TransformerModel Category=General Purpose Model2025.06 | 96.11 | 86.27 | 86.4 | |
| Swin-TransformerModel Category=General Purpose Model2025.06 | 95.91 | 87.83 | 85.26 | |
| ConvNeXt V2Model Category=General Purpose Model2025.06 | 95.55 | 84.53 | 84.4 | |
| PoolFormerModel Category=General Purpose Model2025.06 | 94.79 | 80.94 | 82.02 | |
| MRCNN-LSTMModel Category=Fault Diagnosis Model2025.06 | 93.98 | 78.63 | 79.04 |