Operator Learning on Synthetic Dataset
0.01MAEGCLSS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCLSSType=Semi-Supervised, Label Ratio=1/2 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.01 | 99.7 | |
| GCLSSType=Semi-Supervised, Label Ratio=1/3 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.014 | 99.4 | |
| CLSSType=Semi-Supervised, Label Ratio=1/2 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.016 | 99.3 | |
| CLSSType=Semi-Supervised, Label Ratio=1/3 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.02 | 98.4 | |
| GCLSSType=Semi-Supervised, Label Ratio=1/4 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.021 | 98.4 | |
| GCLSSType=Semi-Supervised, Label Ratio=1/5 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.024 | 97.8 | |
| UCVMEType=Semi-Supervised, Label Ratio=1/3 labels, Number of Parameters=69,004, Inference Time=0.00432025.12 | 0.027 | 95 | |
| CLSSType=Semi-Supervised, Label Ratio=1/4 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.027 | 97.3 | |
| CPSType=Semi-Supervised, Label Ratio=1/2 labels, Number of Parameters=68,802, Inference Time=0.00182025.12 | 0.028 | 93.3 | |
| UCVMEType=Semi-Supervised, Label Ratio=1/2 labels, Number of Parameters=69,004, Inference Time=0.00432025.12 | 0.028 | 95.6 | |
| Mean-TeacherType=Semi-Supervised, Label Ratio=1/2 labels, Number of Parameters=68,802, Inference Time=0.00122025.12 | 0.029 | 92.5 | |
| RegressionType=Supervised, Label Ratio=1/2 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.032 | 90.9 | |
| UCVMEType=Semi-Supervised, Label Ratio=1/4 labels, Number of Parameters=69,004, Inference Time=0.00432025.12 | 0.033 | 94.2 | |
| CLSSType=Semi-Supervised, Label Ratio=1/5 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.033 | 96.4 | |
| UCVMEType=Semi-Supervised, Label Ratio=1/5 labels, Number of Parameters=69,004, Inference Time=0.00432025.12 | 0.04 | 92.2 | |
| RegressionType=Supervised, Label Ratio=1/3 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.041 | 88.5 | |
| CPSType=Semi-Supervised, Label Ratio=1/3 labels, Number of Parameters=68,802, Inference Time=0.00182025.12 | 0.041 | 88.5 | |
| Mean-TeacherType=Semi-Supervised, Label Ratio=1/3 labels, Number of Parameters=68,802, Inference Time=0.00122025.12 | 0.043 | 90.7 | |
| CPSType=Semi-Supervised, Label Ratio=1/4 labels, Number of Parameters=68,802, Inference Time=0.00182025.12 | 0.045 | 88.8 | |
| Mean-TeacherType=Semi-Supervised, Label Ratio=1/4 labels, Number of Parameters=68,802, Inference Time=0.00122025.12 | 0.047 | 86.9 | |
| RegressionType=Supervised, Label Ratio=1/4 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.056 | 83.8 | |
| CPSType=Semi-Supervised, Label Ratio=1/5 labels, Number of Parameters=68,802, Inference Time=0.00182025.12 | 0.057 | 84.5 | |
| Mean-TeacherType=Semi-Supervised, Label Ratio=1/5 labels, Number of Parameters=68,802, Inference Time=0.00122025.12 | 0.08 | 69.4 | |
| RegressionType=Supervised, Label Ratio=1/5 labels, Number of Parameters=34,401, Inference Time=0.00132025.12 | 0.098 | 66.9 |