Temperature Field Reconstruction on ADlet Case B
0.371MSEMTL-FNO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTL-FNOParams (M)=1.21, GFLOPs=1.93, Inference Time (ms/sample)=6.082026.05 | 0.371 | 0.439 | 97 | |
| SenseiverParams (M)=11.43, GFLOPs=17.68, Inference Time (ms/sample)=23.362026.05 | 0.405 | 0.487 | 96.8 | |
| PhySenseParams (M)=5.59, GFLOPs=269.58, Inference Time (ms/sample)=1122.792026.05 | 0.679 | 0.638 | 94.4 | |
| U-NetParams (M)=13.39, GFLOPs=37.71, Inference Time (ms/sample)=3.032026.05 | 1.014 | 0.839 | 91.4 | |
| DeepONetParams (M)=0.51, GFLOPs=10.37, Inference Time (ms/sample)=11.002026.05 | 1.134 | 0.862 | 90.6 | |
| FNOParams (M)=1.09, GFLOPs=1.87, Inference Time (ms/sample)=1.582026.05 | 2.14 | 1.319 | 82.5 | |
| U-NetParams (M)=13.39, GFLOPs=37.71, Inference Time (ms/sample)=9.692026.05 | 3.811 | 1.508 | 98.6 | |
| MTL-FNOGFLOPs=1.93, Inference Time (ms/sample)=6.082026.05 | 4.448 | 1.661 | 98.6 | |
| FNOParams (M)=1.09, GFLOPs=1.87, Inference Time (ms/sample)=7.702026.05 | 4.624 | 1.702 | 96.3 | |
| SenseiverParams (M)=11.43, GFLOPs=17.68, Inference Time (ms/sample)=37.532026.05 | 11.58 | 2.597 | 95.3 | |
| DeepONetParams (M)=0.51, GFLOPs=10.37, Inference Time (ms/sample)=5.842026.05 | 17.845 | 2.63 | 84.7 | |
| PhySenseParams (M)=5.59, GFLOPs=269.58, Inference Time (ms/sample)=1131.002026.05 | 25.466 | 3.432 | 77.1 |