Fluid dynamics modeling on Fluid dynamics (NS) Re=400 (test)
0.004L2 LossCoDA-NO
Evaluation Results
| Method | Links | |
|---|---|---|
| CoDA-NOPretrain Dataset=NS, # Few Shot Training Samples=1002024.03 | 0.004 | |
| CoDA-NOPretrain Dataset=NS+EW, # Few Shot Training Samples=1002024.03 | 0.005 | |
| CoDA-NOPretrain Dataset=None, # Few Shot Training Samples=1002024.03 | 0.006 | |
| CoDA-NOPretrain Dataset=NS+EW, # Few Shot Training Samples=252024.03 | 0.006 | |
| CoDA-NOPretrain Dataset=NS, # Few Shot Training Samples=252024.03 | 0.007 | |
| GNNPretrain Dataset=None, # Few Shot Training Samples=252024.03 | 0.008 | |
| GNNPretrain Dataset=None, # Few Shot Training Samples=1002024.03 | 0.008 | |
| CoDA-NOPretrain Dataset=None, # Few Shot Training Samples=252024.03 | 0.008 | |
| ViTPretrain Dataset=None, # Few Shot Training Samples=1002024.03 | 0.017 | |
| GINOPretrain Dataset=None, # Few Shot Training Samples=1002024.03 | 0.022 | |
| CoDA-NOPretrain Dataset=NS+EW, # Few Shot Training Samples=52024.03 | 0.024 | |
| CoDA-NOPretrain Dataset=NS, # Few Shot Training Samples=52024.03 | 0.025 | |
| GNNPretrain Dataset=None, # Few Shot Training Samples=52024.03 | 0.038 | |
| GINOPretrain Dataset=None, # Few Shot Training Samples=252024.03 | 0.047 | |
| ViTPretrain Dataset=None, # Few Shot Training Samples=252024.03 | 0.061 | |
| DeepONetPretrain Dataset=None, # Few Shot Training Samples=1002024.03 | 0.107 | |
| U-NetPretrain Dataset=None, # Few Shot Training Samples=1002024.03 | 0.141 | |
| CoDA-NOPretrain Dataset=None, # Few Shot Training Samples=52024.03 | 0.182 | |
| GINOPretrain Dataset=None, # Few Shot Training Samples=52024.03 | 0.2 | |
| DeepONetPretrain Dataset=None, # Few Shot Training Samples=252024.03 | 0.259 | |
| ViTPretrain Dataset=None, # Few Shot Training Samples=52024.03 | 0.271 | |
| U-NetPretrain Dataset=None, # Few Shot Training Samples=252024.03 | 0.565 | |
| DeepONetPretrain Dataset=None, # Few Shot Training Samples=52024.03 | 0.686 | |
| U-NetPretrain Dataset=None, # Few Shot Training Samples=52024.03 | 13.33 |