# Radio Map Estimation on RadioMapSeer

Source: [Radio Map Estimation on RadioMapSeer](<https://www.sota2.com/research/sota/radio-map-estimation-on-radiomapseer>)

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

Data updated: 2026-05-28T09:12:54.269Z

Evaluation of models performing Radio Map Estimation on the RadioMapSeer dataset, assessed using metrics like RMSE, PSNR, SSIM, and Grob.

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 | Radio Map Estimation |
| Dataset (including any stated split) | RadioMapSeer |
| Metric | RMSE |
| 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

- [RMSE](<https://www.sota2.com/research/sota/radio-map-estimation-on-radiomapseer.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/radio-map-estimation-on-radiomapseer.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/radio-map-estimation-on-radiomapseer.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [Grob](<https://www.sota2.com/research/sota/radio-map-estimation-on-radiomapseer.md?metric=Grob>): Higher is better; unit: PERCENT.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| RadioUNet | 0.0305 | Not recorded | 6a17cc09dbd7150506f812b0 |
| RadioUNet | 0.031 | Not recorded | 6a17cc09dbd7150506f812b0 |
| RadioUNet | 0.057 | Not recorded | 6a17cc09dbd7150506f812b0 |
| RadioUNet | 0.0775 | Not recorded | 6a17cc09dbd7150506f812b0 |

### RadioUNet

RMSE: 0.0305. Result ID: 6a1806fafbc373592c120039.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

Recorded evaluation configuration: {"Train → Test":"Random → Random"}. This record does not assert independent reproduction.

### RadioUNet

RMSE: 0.031. Result ID: 6a1806fafbc373592c12003c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

Recorded evaluation configuration: {"Train → Test":"ST-TBS → Random"}. This record does not assert independent reproduction.

### RadioUNet

RMSE: 0.057. Result ID: 6a1806fafbc373592c12003b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

Recorded evaluation configuration: {"Train → Test":"ST-TBS → ST-TBS"}. This record does not assert independent reproduction.

### RadioUNet

RMSE: 0.0775. Result ID: 6a1806fafbc373592c12003a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc09dbd7150506f812b0.md>)

Recorded evaluation configuration: {"Train → Test":"Random → ST-TBS"}. This record does not assert independent reproduction.

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