Fault Intensity Diagnosis on Cavitation-Long
94.92AccuracyDHK+UFmer-B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DHK+UFmer-BImage size=224^22026.04 | 94.92 | 91.82 | 94.79 | 93.17 | |
| DHK+UFmer-BImage size=22422026.04 | 94.92 | 91.82 | 94.79 | 93.17 | |
| DHK+PerViT-BImage size=224^22026.04 | 94.81 | 92.14 | 94.7 | 93.33 | |
| DHK+CoNeXt-BImage size=224^22026.04 | 94.35 | 91.03 | 94.3 | 92.52 | |
| DHK+CoNeXt-BImage size=22422026.04 | 94.35 | 91.03 | 94.3 | 92.52 | |
| DHK+Swin-BImage size=384^22026.04 | 94.19 | 90.88 | 94.43 | 92.45 | |
| DHK+Swin-BImage size=38422026.04 | 94.19 | 90.88 | 94.43 | 92.45 | |
| DHK+DeNet169Image size=256^22026.04 | 94.07 | 90.59 | 94.16 | 92.18 | |
| DHK+ViT-BImage size=224^22026.04 | 94.01 | 90.6 | 93.84 | 92.06 | |
| DHK+ResNet34Image size=256^22026.04 | 93.97 | 90.39 | 93.85 | 91.94 | |
| DHK+ResNet34Image size=25622026.04 | 93.97 | 90.39 | 93.85 | 91.94 | |
| UniFormer-BImage size=224^22026.04 | 93.56 | 89.92 | 93.7 | 91.59 | |
| HKG-Swin-BImage size=38422026.04 | 93.18 | 89.58 | 93.4 | 91.27 | |
| DHK+ResNet18Image size=256^22026.04 | 93.1 | 89.36 | 93.2 | 91.04 | |
| PerViT-BImage size=224^22026.04 | 93.03 | 89.08 | 93.3 | 90.9 | |
| ConvNeXt-BImage size=224^22026.04 | 93 | 89.12 | 92.58 | 90.67 | |
| Swin-BImage size=384^22026.04 | 92.88 | 88.91 | 93.09 | 90.73 | |
| UniFormer-SImage size=224^22026.04 | 92.82 | 88.82 | 93.12 | 90.69 | |
| ViT-BImage size=224^22026.04 | 92.65 | 88.77 | 92.46 | 90.4 | |
| PerViT-TImage size=224^22026.04 | 92.64 | 88.68 | 92.81 | 90.46 | |
| HKG-ResNet34Image size=25622026.04 | 92.44 | 88.55 | 92.21 | 90.16 | |
| DenseNet169Image size=256^22026.04 | 92.08 | 87.78 | 92.14 | 89.65 | |
| ConvNeXt-SImage size=224^22026.04 | 91.97 | 87.81 | 92.02 | 89.63 | |
| ViT-SImage size=224^22026.04 | 91.93 | 87.84 | 92.08 | 89.68 | |
| Swin-SImage size=224^22026.04 | 91.9 | 87.72 | 91.43 | 89.35 | |
| ResNet34Image size=256^22026.04 | 91.88 | 87.6 | 91.86 | 89.42 | |
| DenseNet161Image size=256^22026.04 | 91.84 | 87.84 | 92.07 | 89.67 | |
| ConvNeXt-TImage size=224^22026.04 | 91.8 | 87.62 | 91.6 | 89.36 | |
| Swin-TImage size=224^22026.04 | 91.64 | 87.35 | 91.59 | 89.16 | |
| ResNet50Image size=256^22026.04 | 91.45 | 87.09 | 91.25 | 88.89 | |
| ViT-TImage size=224^22026.04 | 91.23 | 86.85 | 91.09 | 88.69 | |
| DenseNet121Image size=256^22026.04 | 91.16 | 86.73 | 91.24 | 88.66 | |
| LSTM-RDRNImage size=25622026.04 | 91.14 | 89.36 | 91.55 | 90.32 | |
| ResNet18Image size=256^22026.04 | 90.83 | 86.31 | 90.75 | 88.21 | |
| DHK+ShNet-1.5Image size=256^22026.04 | 90.83 | 86.31 | 90.75 | 88.21 | |
| ResNet-APReLUImage size=25622026.04 | 90.71 | 88.83 | 90.91 | 89.7 | |
| DHK+MbNetv2Image size=256^22026.04 | 90.37 | 85.59 | 90.21 | 87.52 | |
| MIPLCNetImage size=25622026.04 | 89.14 | 87.06 | 88.18 | 87.55 | |
| ShuNet-1.5Image size=256^22026.04 | 88.89 | 83.68 | 89.06 | 85.84 | |
| LiftingNetImage size=25622026.04 | 88.43 | 86.31 | 87.97 | 87.05 | |
| MoNetv2Image size=256^22026.04 | 88.3 | 82.99 | 88.08 | 85.04 | |
| MoNetv3LImage size=256^22026.04 | 86.87 | 81.14 | 86.43 | 83.24 | |
| BCNNImage size=25622026.04 | 85.71 | 82.42 | 85.09 | 83.56 | |
| MoNetv3SImage size=256^22026.04 | 85.38 | 79.45 | 85.56 | 81.72 | |
| DHK+VGG11Image size=256^22026.04 | 84.18 | 78.29 | 84.13 | 80.48 | |
| VGG16Image size=256^22026.04 | 83.38 | 77.3 | 83.14 | 79.44 | |
| ShuNet-0.5Image size=256^22026.04 | 83.27 | 77.15 | 83.39 | 79.36 | |
| ShuNet-1.0Image size=256^22026.04 | 83 | 76.85 | 83.06 | 79.04 | |
| ShuNet-2.0Image size=256^22026.04 | 82.53 | 76.11 | 81.94 | 78.17 | |
| VGG13Image size=256^22026.04 | 81.56 | 75.21 | 82 | 77.5 | |
| VGG11Image size=256^22026.04 | 80.78 | 74.46 | 81.11 | 76.69 |