# Wall Shear Stress Prediction on DrivAerNet++ (test)

Source: [Wall Shear Stress Prediction on DrivAerNet++ (test)](<https://www.sota2.com/research/sota/wall-shear-stress-prediction-on-drivaernet-plus-plus-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-09T07:03:00.665Z

Evaluation of model performance on predicting Wall Shear Stress using the test split of the DrivAerNet++ dataset, measured using regression metrics like Relative L2 error and R-squared.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Wall Shear Stress Prediction |
| Dataset (including any stated split) | DrivAerNet++ (test) |
| Metric | Relative L2 Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Relative L2 Error](<https://www.sota2.com/research/sota/wall-shear-stress-prediction-on-drivaernet-plus-plus-test.md?metric=Relative%20L2%20Error>): Lower is better; unit: SCALAR.

- [R-squared](<https://www.sota2.com/research/sota/wall-shear-stress-prediction-on-drivaernet-plus-plus-test.md?metric=R-squared>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Relative L2 Error | Result date | Report paper |
| --- | --- | --- | --- |
| GTF-Net | 0.226 | Not recorded | 6a279de090966ade919bf500 |
| Transolver | 0.237 | Not recorded | 6a279de090966ade919bf500 |
| GINO | 0.244 | Not recorded | 6a279de090966ade919bf500 |
| TripNet | 0.258 | Not recorded | 6a279de090966ade919bf500 |

### GTF-Net

Relative L2 Error: 0.226. Result ID: 6a27b9d7fbc373592c23f2c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a279de090966ade919bf500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279de090966ade919bf500.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Transolver

Relative L2 Error: 0.237. Result ID: 6a27b9d7fbc373592c23f2c6.

[Reporting paper](<https://www.sota2.com/research/paper/6a279de090966ade919bf500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5bd41e209131ce9cbd98.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GINO

Relative L2 Error: 0.244. Result ID: 6a27b9d7fbc373592c23f2c7.

[Reporting paper](<https://www.sota2.com/research/paper/6a279de090966ade919bf500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ad31e209131ce9c3271.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TripNet

Relative L2 Error: 0.258. Result ID: 6a27b9d7fbc373592c23f2c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a279de090966ade919bf500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4a551e209131ce93da89.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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