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Wind field reconstruction on Senja 180-case (test)

0.203Field RMSEWindINR (adaptive prior)
0.197320.235660.2740.31234May 10, 2026

Evaluation results

MethodLinks
WindINR (adaptive prior)observations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.050.2030.2010.2480.2620.0920.593
WindINR (iso. prior)observations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.050.2140.2120.2590.2810.0970.52
Interpolationobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.050.2680.2670.3230.350.1290.423
Partial fine-tuningobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.050.2680.2640.3190.3390.1340.864
No-obs. predictionobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.050.3060.3060.360.4350.123—
Full fine-tuningobservations=128, holdout points=256, optimization steps=20, hardware=24-core Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz2026.050.3450.3420.4270.4460.1541.541