Wind field reconstruction on Senja 180-case (test)
0.203Field RMSEWindINR (adaptive prior)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WindINR (adaptive prior)observations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.05 | 0.203 | 0.201 | 0.248 | 0.262 | 0.092 | 0.593 | |
| WindINR (iso. prior)observations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.05 | 0.214 | 0.212 | 0.259 | 0.281 | 0.097 | 0.52 | |
| Interpolationobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.05 | 0.268 | 0.267 | 0.323 | 0.35 | 0.129 | 0.423 | |
| Partial fine-tuningobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.05 | 0.268 | 0.264 | 0.319 | 0.339 | 0.134 | 0.864 | |
| No-obs. predictionobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.05 | 0.306 | 0.306 | 0.36 | 0.435 | 0.123 | — | |
| Full fine-tuningobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.05 | 0.345 | 0.342 | 0.427 | 0.446 | 0.154 | 1.541 |