Fault Intensity Diagnosis on Cavitation-Noise
99.94AccuracyDHK+UFmer-B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DHK+UFmer-BImage size=224^22026.04 | 99.94 | 99.94 | 99.94 | 99.94 | |
| DHK+UFmer-BImage size=22422026.04 | 99.94 | 99.94 | 99.94 | 99.94 | |
| DHK+PerViT-BImage size=224^22026.04 | 99.88 | 99.88 | 99.88 | 99.88 | |
| DHK+CoNeXt-BImage size=224^22026.04 | 99.81 | 99.81 | 99.81 | 99.81 | |
| DHK+CoNeXt-BImage size=22422026.04 | 99.81 | 99.81 | 99.81 | 99.81 | |
| DHK+Swin-BImage size=384^22026.04 | 99.75 | 99.75 | 99.75 | 99.75 | |
| DHK+Swin-BImage size=38422026.04 | 99.75 | 99.75 | 99.75 | 99.75 | |
| HKG-Swin-BImage size=38422026.04 | 99.63 | 99.63 | 99.63 | 99.62 | |
| DHK+ResNet18Image size=256^22026.04 | 99.31 | 99.31 | 99.31 | 99.31 | |
| DHK+ResNet34Image size=256^22026.04 | 99.25 | 99.25 | 99.25 | 99.25 | |
| DHK+ResNet34Image size=25622026.04 | 99.25 | 99.25 | 99.25 | 99.25 | |
| Swin-BImage size=384^22026.04 | 99.19 | 99.19 | 99.19 | 99.19 | |
| DHK+ViT-BImage size=224^22026.04 | 99.06 | 99.07 | 99.06 | 99.06 | |
| HKG-ResNet34Image size=25622026.04 | 99.06 | 99.06 | 99.06 | 99.06 | |
| ResNet18Image size=256^22026.04 | 98.94 | 98.94 | 98.94 | 98.94 | |
| DHK+DeNet169Image size=256^22026.04 | 98.94 | 98.94 | 98.94 | 98.94 | |
| ResNet34Image size=256^22026.04 | 98.81 | 98.82 | 98.81 | 98.81 | |
| DHK+VGG11Image size=256^22026.04 | 98.81 | 98.82 | 98.81 | 98.81 | |
| LSTM-RDRNImage size=25622026.04 | 98.71 | 98.4 | 98.53 | 98.46 | |
| DenseNet169Image size=256^22026.04 | 98.69 | 98.69 | 98.69 | 98.69 | |
| VGG16Image size=256^22026.04 | 98.44 | 98.44 | 98.44 | 98.44 | |
| UniFormer-BImage size=224^22026.04 | 98.31 | 98.31 | 98.31 | 98.91 | |
| DenseNet161Image size=256^22026.04 | 98.25 | 98.25 | 98.25 | 98.25 | |
| PerViT-BImage size=224^22026.04 | 98.25 | 98.25 | 98.25 | 98.25 | |
| ResNet50Image size=256^22026.04 | 98.19 | 98.2 | 98.19 | 98.19 | |
| VGG13Image size=256^22026.04 | 98.19 | 98.19 | 98.19 | 98.19 | |
| ConvNeXt-BImage size=224^22026.04 | 98.13 | 98.13 | 98.13 | 98.13 | |
| DenseNet121Image size=256^22026.04 | 97.94 | 97.94 | 97.94 | 97.94 | |
| UniFormer-SImage size=224^22026.04 | 97.94 | 97.94 | 97.94 | 97.94 | |
| ConvNeXt-SImage size=224^22026.04 | 97.88 | 97.88 | 97.88 | 97.87 | |
| VGG11Image size=256^22026.04 | 97.81 | 97.82 | 97.81 | 97.81 | |
| Swin-SImage size=224^22026.04 | 97.63 | 97.63 | 97.63 | 97.63 | |
| PerViT-TImage size=224^22026.04 | 97.63 | 97.63 | 97.63 | 97.63 | |
| ConvNeXt-TImage size=224^22026.04 | 97.56 | 97.57 | 97.56 | 97.56 | |
| DHK+MbNetv2Image size=256^22026.04 | 97.38 | 97.39 | 97.38 | 97.37 | |
| Swin-TImage size=224^22026.04 | 97.38 | 97.4 | 97.38 | 97.38 | |
| ResNet-APReLUImage size=25622026.04 | 97.29 | 96.77 | 97.49 | 97.12 | |
| ViT-BImage size=224^22026.04 | 97.25 | 97.25 | 97.25 | 97.25 | |
| MIPLCNetImage size=25622026.04 | 96.57 | 95.78 | 96.61 | 96.18 | |
| ViT-SImage size=224^22026.04 | 96.5 | 96.5 | 96.5 | 96.5 | |
| ViT-TImage size=224^22026.04 | 96.19 | 96.19 | 96.19 | 96.19 | |
| LiftingNetImage size=25622026.04 | 95.86 | 94.62 | 95.84 | 95.2 | |
| DHK+ShNet-1.5Image size=256^22026.04 | 94.56 | 94.57 | 94.56 | 94.56 | |
| MoNetv2Image size=256^22026.04 | 94.13 | 94.13 | 94.13 | 94.13 | |
| MoNetv3LImage size=256^22026.04 | 93.44 | 93.49 | 93.44 | 93.44 | |
| MoNetv3SImage size=256^22026.04 | 92.38 | 92.44 | 92.38 | 92.37 | |
| BCNNImage size=25622026.04 | 92.14 | 89.75 | 92.71 | 91.03 | |
| ShuNet-1.5Image size=256^22026.04 | 90.94 | 90.94 | 90.94 | 90.92 | |
| ShuNet-1.0Image size=256^22026.04 | 90.56 | 90.6 | 90.56 | 90.57 | |
| ShuNet-0.5Image size=256^22026.04 | 90.06 | 90.06 | 90.06 | 90.06 | |
| ShuNet-2.0Image size=256^22026.04 | 89.94 | 89.95 | 89.94 | 89.94 |