Shape Optimization and Inversion on Helmholtz (Performance/Resource)
0.47Inference Time (ms)DEEPONET
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DEEPONETBatch Size (BS)=32, Number of points per sample (N)=40962026.05 | 0.47 | 441 | 0.11 | |
| FNOBatch Size (BS)=32, Number of points per sample (N)=40962026.05 | 3.12 | 677 | 4.74 | |
| TRANSOLVER++Batch Size (BS)=32, Number of points per sample (N)=40962026.05 | 4.88 | 7,807 | 1.99 | |
| GANOBatch Size (BS)=32, Number of points per sample (N)=40962026.05 | 4.97 | 5,972 | 1.83 | |
| TRANSOLVERBatch Size (BS)=32, Number of points per sample (N)=40962026.05 | 5.89 | 5,957 | 1.73 | |
| AEROGTOBatch Size (BS)=32, Number of points per sample (N)=40962026.05 | 7.43 | 45,102 | 2.09 | |
| U-NETBatch Size (BS)=32, Number of points per sample (N)=40962026.05 | 18.55 | 15,313 | 4.24 | |
| POINTNET++Batch Size (BS)=32, Number of points per sample (N)=40962026.05 | 223 | 4,503 | 0.94 |