Super-Resolution on Navier-Stokes (NS) 2x from PDEBench native grid (test)
0.0209RMSEReMD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ReMDNumber of reverse steps=52026.02 | 0.0209 | 49.94 | 99.8 | |
| REMD-5Param Count=118584941, Param(MB)=455.55, Training Time (s/epoch)=100.33, Inference Time (s/epoch)=5.84, Sampling Steps=52026.02 | 0.0209 | 49.94 | — | |
| ReMDNumber of reverse steps=22026.02 | 0.0211 | 49.84 | 99.8 | |
| REMD-2Param Count=118584941, Param(MB)=455.55, Training Time (s/epoch)=100.33, Inference Time (s/epoch)=2.33, Sampling Steps=22026.02 | 0.0211 | 49.84 | — | |
| ResShiftNumber of reverse steps=152026.02 | 0.0221 | 49.47 | 99.7 | |
| RESSHIFTParam Count=112366821, Param(MB)=428.65, Training Time (s/epoch)=64.1, Inference Time (s/epoch)=8.07, Sampling Steps=152026.02 | 0.0221 | 49.47 | — | |
| EDSR2026.02 | 0.0297 | 46.89 | 99.6 | |
| EDSRParam Count=1367553, Param(MB)=5.22, Training Time (s/epoch)=8.87, Inference Time (s/epoch)=0.052026.02 | 0.0297 | 46.89 | — | |
| SWINIR2026.02 | 0.0363 | 45.15 | 99.4 | |
| SWINIRParam Count=3696633, Param(MB)=17.85, Training Time (s/epoch)=86.26, Inference Time (s/epoch)=0.322026.02 | 0.0363 | 45.15 | — | |
| FNO2026.02 | 0.0442 | 43.44 | 98.8 | |
| FNOParam Count=684065, Param(MB)=5.17, Training Time (s/epoch)=4.78, Inference Time (s/epoch)=0.032026.02 | 0.0442 | 43.44 | — | |
| GALERKIN2026.02 | 0.0532 | 41.83 | 98.1 | |
| GALERKINParam Count=703777, Param(MB)=2.68, Training Time (s/epoch)=146.25, Inference Time (s/epoch)=0.622026.02 | 0.0532 | 41.83 | — | |
| HINOTE2026.02 | 0.0803 | 38.25 | 97.3 | |
| HINOTEParam Count=420618, Param(MB)=1.61, Training Time (s/epoch)=57.91, Inference Time (s/epoch)=0.752026.02 | 0.0803 | 38.25 | — | |
| MWT2026.02 | 0.0845 | 37.81 | 97 | |
| MWTParam Count=272605, Param(MB)=1.75, Training Time (s/epoch)=1.72, Inference Time (s/epoch)=0.052026.02 | 0.0845 | 37.81 | — | |
| SR32026.02 | 0.334 | 25.87 | 84.1 | |
| SR3Param Count=93868033, Param(MB)=358.17, Training Time (s/epoch)=53.48, Inference Time (s/epoch)=697.642026.02 | 0.334 | 25.87 | — |