Aerodynamic Simulation research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

AirfRANS (test)

LinearNO

0.001Volume MSE

Apr 7, 2026

Shape-Net Car (test)

PGOT

0.021Volume Relative L2 Error

Feb 26, 2026

ShapeNet Car (original)

AB-UPT

4.81Median Relative L2 Error (p)

May 20, 2026

ShapeNetCar full-resolution

SMART

6.773Rel L2 Error (Surface)

Feb 26, 2026

ShapeNetCar full-resolution (test)

SMART

6.773Surface Relative L2 Error

Feb 26, 2026

AhmedML (full-resolution)

SMART

329.38Rel. L2 Error (Surface)

Feb 26, 2026

SHIFT-Wing full-resolution (test)

SMART

0.056Relative L2 Error (Surface)

Feb 26, 2026

SHIFT-SUV full-resolution (test)

SMART

0.018Rel L2 Error (Surface)

Feb 26, 2026

AhmedML full-resolution (test)

SMART

3.294Relative L2 Error (Surface)

Feb 26, 2026

SHIFT-Wing full-resolution

SMART

0.056Relative L2 Error (Surface)

Feb 26, 2026

SHIFT-SUV full-resolution

SMART

0.018Rel L2 Error (Surface)

Feb 26, 2026

ShapeNet-Car rotated

AB-UPT

6.22Median Relative L2 Error (p)

May 20, 2026