# Flow-velocity field inpainting on Flow-velocity field dataset

Source: [Flow-velocity field inpainting on Flow-velocity field dataset](<https://www.sota2.com/research/sota/flow-velocity-field-inpainting-on-flow-velocity-field-dataset>)

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

Data updated: 2026-03-10T07:44:26.089Z

Evaluation of model performance for reconstructing missing or corrupted velocity fields using standard image quality metrics (MSE, PSNR, SSIM).

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 | Flow-velocity field inpainting |
| Dataset (including any stated split) | Flow-velocity field dataset |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [MSE](<https://www.sota2.com/research/sota/flow-velocity-field-inpainting-on-flow-velocity-field-dataset.md?metric=MSE>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/flow-velocity-field-inpainting-on-flow-velocity-field-dataset.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/flow-velocity-field-inpainting-on-flow-velocity-field-dataset.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| ACG/w | 0.1027 | Not recorded | 69afa57c2d603e6de3e439b3 |
| ACG | 0.1247 | Not recorded | 69afa57c2d603e6de3e439b3 |
| ACG/w | 0.13 | Not recorded | 69afa57c2d603e6de3e439b3 |
| ACG | 0.132 | Not recorded | 69afa57c2d603e6de3e439b3 |
| RePaint | 0.1878 | Not recorded | 69afa57c2d603e6de3e439b3 |
| UNet | 7.3232 | Not recorded | 69afa57c2d603e6de3e439b3 |

### ACG/w

MSE: 0.1027. Result ID: 69afcbc06dbb7075b957dadd.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

Recorded evaluation configuration: {"Setting":"All Patch"}. This record does not assert independent reproduction.

### ACG

MSE: 0.1247. Result ID: 69afcbc06dbb7075b957dadc.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

Recorded evaluation configuration: {"Setting":"All Patch"}. This record does not assert independent reproduction.

### ACG/w

MSE: 0.13. Result ID: 69afcbc06dbb7075b957dadb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

Recorded evaluation configuration: {"Setting":"Patch"}. This record does not assert independent reproduction.

### ACG

MSE: 0.132. Result ID: 69afcbc06dbb7075b957dada.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

Recorded evaluation configuration: {"Setting":"Patch"}. This record does not assert independent reproduction.

### RePaint

MSE: 0.1878. Result ID: 69afcbc06dbb7075b957dad9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea39634.md>)

[Implementation](<https://www.sota2.com/git.io/RePaint>)

Recorded evaluation configuration: {"Setting":"Case"}. This record does not assert independent reproduction.

### UNet

MSE: 7.3232. Result ID: 69afcbc06dbb7075b957dad8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Setting":"Case"}. This record does not assert independent reproduction.

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