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Papers Benchmarks Datasets Tasks

Flow Field Prediction research benchmarks · SOTA2 Research

Flow Field Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CFDBench Cavity

0.146RMSE

6

Apr 23, 2026

0.022RMSE

6

Apr 23, 2026

CFDBench Cylinder

0.026RMSE

6

Apr 23, 2026

0.104RMSE

6

Apr 23, 2026

HCSG tube bundle 0.4 m/s inlet velocity (test)

MLP-AE L-DeepONet

4.765Point-wise Metric P1

4

May 29, 2026

Obstacle-free (test)

Diffusion (baseline)

5.92nRMSE

3

Jun 8, 2026

BubbleML FB-VelScale

0.538RMSE

3

Apr 23, 2026

BubbleML PB-Subcooled

0.38RMSE

3

Apr 23, 2026

BubbleML PB-Gravity

0.287RMSE

3

Apr 23, 2026

BubbleML FB-Gravity

0.187RMSE

3

Apr 23, 2026

PDEBench Rand-M1.0

0.124RMSE

3

Apr 23, 2026

PDEBench Rand-M0.1

0.045RMSE

3

Apr 23, 2026

PDEBench Diff-React

0.084RMSE

3

Apr 23, 2026

Popular datasets

CFDBench BubbleML PDEBench HCSG tube bundle Obstacle-free

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