Fault Classification on SIREN
100IIEE Accuracy (44.1k)ECHO
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ECHOPre-training Datasets=AS2M+MTG+FS*, Scale=Tiny, #Param.=5.5M2025.08 | 100 | 93.58 | 90.48 | 99.85 | 78.83 | 92.55 | 76.94 | |
| FISHERPre-training Datasets=AS2M+MTG+M4A+FS, Scale=Mini, #Param.=10M2025.08 | 99.9 | 94.5 | 73.33 | 100 | 87.75 | 91.1 | 75.5 | |
| ECHOPre-training Datasets=AS2M+MTG+FS*, Scale=Small, #Param.=22M2025.08 | 99.85 | 93.67 | 90.48 | 99.54 | 82.42 | 93.19 | 77.65 | |
| FISHERPre-training Datasets=AS2M+MTG+M4A+FS, Scale=Tiny, #Param.=5.5M2025.08 | 99.8 | 95.43 | 75.24 | 100 | 88.52 | 91.8 | 75.71 | |
| DashengPre-training Datasets=+ACAV, Scale=Base, #Param.=86M2025.08 | 99.36 | 90.88 | 88.57 | 99.85 | 81.96 | 92.12 | 76.04 | |
| DashengPre-training Datasets=+VGG, Scale=0.6B, #Param.=0.6B2025.08 | 99.11 | 92.11 | 89.52 | 99.74 | 78.22 | 91.74 | 75.45 | |
| FISHERPre-training Datasets=AS2M+MTG+M4A+FS, Scale=Small, #Param.=22M2025.08 | 97.48 | 94.2 | 86.67 | 100 | 85.29 | 92.73 | 76.86 | |
| DashengPre-training Datasets=AS2M+MTG, Scale=1.2B, #Param.=1.2B2025.08 | 96.09 | 91.91 | 90.48 | 99.69 | 77.24 | 91.08 | 75.48 | |
| CEDPre-training Datasets=AS2M, Scale=Base, #Param.=86M2025.08 | 80.21 | 86.08 | 81.9 | 99.74 | 66.48 | 82.88 | 71.28 | |
| EATPre-training Datasets=AS2M, Scale=Base, #Param.=86M2025.08 | 78.97 | 89.01 | 85.71 | 99.9 | 84.52 | 86.71 | 74.15 | |
| CEDPre-training Datasets=AS2M, Scale=Small, #Param.=22M2025.08 | 74.42 | 85.66 | 85.71 | 99.59 | 64.43 | 81.96 | 70.67 | |
| CEDPre-training Datasets=AS2M, Scale=Mini, #Param.=10M2025.08 | 74.17 | 84.91 | 82.86 | 99.64 | 63.66 | 81.05 | 70.08 | |
| CEDPre-training Datasets=AS2M, Scale=Tiny, #Param.=5.5M2025.08 | 72.74 | 84.02 | 82.86 | 99.64 | 63.51 | 80.55 | 69.76 | |
| EATPre-training Datasets=AS2M, Scale=Large, #Param.=0.3B2025.08 | 68.33 | 89.96 | 91.43 | 99.33 | 85.03 | 87.72 | 74.28 | |
| BEATsPre-training Datasets=AS2M, Scale=Base, #Param.=90M2025.08 | 65.81 | 91.55 | 88.57 | 99.69 | 63.66 | 81.86 | 71.86 |