Fault intensity diagnosis on PUB
100Health AccuracyHKG+ViT-S
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| HKG+ViT-SBackbones=Transformer, Image size=224^22026.04 | 100 | 98.21 | 97.92 | 100 | 99.11 | 98.73 | 98.92 | 98.3 | 99 | 98.63 | |
| DHKBackbones=ViT-S, Image size=224^22026.04 | 100 | 99.11 | 100 | 100 | 99.11 | 98.73 | 99.35 | 98.7 | 99.49 | 99.08 | |
| DHKBackbones=PerViT-B, Image size=224^22026.04 | 100 | 99.11 | 100 | 100 | 99.11 | 100 | 99.57 | 98.81 | 99.7 | 99.24 | |
| TS-TCCBackbones=Transformer, Image size=224^22026.04 | 98.96 | 97.32 | 95.83 | 100 | 97.32 | 98.73 | 97.84 | 96.56 | 98.03 | 97.23 | |
| MIP-LCNetBackbones=AlexNet, Image size=256^22026.04 | 97.92 | 89.29 | 95.83 | 93.75 | 94.64 | 96.2 | 93.48 | 91.68 | 94.61 | 92.96 | |
| ResNet-APReLUBackbones=ResNet18, Image size=256^22026.04 | 97.92 | 98.21 | 91.67 | 100 | 96.43 | 96.2 | 96.76 | 95.07 | 96.74 | 95.78 | |
| RDRNBackbones=ResNet18, Image size=256^22026.04 | 97.92 | 96.43 | 95.83 | 100 | 98.21 | 94.94 | 96.98 | 94.32 | 97.22 | 95.57 | |
| LRSADTLMBackbones=Transformer, Image size=224^22026.04 | 97.92 | 97.32 | 95.83 | 100 | 99.11 | 96.2 | 97.62 | 96.4 | 97.73 | 97 | |
| SACLBackbones=Transformer, Image size=224^22026.04 | 97.92 | 98.21 | 93.75 | 100 | 97.32 | 97.47 | 97.41 | 95.83 | 97.45 | 96.51 | |
| DHKBackbones=ResNet18, Image size=256^22026.04 | 97.92 | 97.32 | 97.92 | 93.75 | 96.43 | 100 | 97.62 | 96.5 | 97.22 | 96.84 | |
| LiftingNetBackbones=AlexNet, Image size=256^22026.04 | 95.83 | 90.18 | 93.75 | 93.75 | 94.64 | 92.41 | 93.3 | 91.18 | 93.43 | 92.09 | |
| ADMTLBackbones=ResNet18, Image size=256^22026.04 | 95.83 | 95.54 | 97.92 | 93.75 | 98.21 | 96.2 | 96.54 | 95.13 | 96.24 | 95.66 | |
| TDMSAEBackbones=ResNet50, Image size=256^22026.04 | 93.75 | 98.21 | 95.83 | 93.75 | 99.11 | 98.73 | 97.19 | 95.5 | 96.56 | 95.96 | |
| DATMMDBackbones=LeNet, Image size=256^22026.04 | 90.63 | 93.75 | 93.75 | 100 | 93.75 | 94.94 | 93.52 | 92.46 | 94.47 | 93.38 |