# Systolic Blood Pressure Estimation on Blood Pressure

Source: [Systolic Blood Pressure Estimation on Blood Pressure](<https://www.sota2.com/research/sota/systolic-blood-pressure-estimation-on-blood-pressure>)

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

Data updated: 2026-06-08T07:58:18.760Z

Evaluation of models for estimating Systolic Blood Pressure (SBP) using the Blood Pressure dataset, assessed using metrics like MAE, MSE, and MAPE.

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 | Systolic Blood Pressure Estimation |
| Dataset (including any stated split) | Blood Pressure |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [MAE](<https://www.sota2.com/research/sota/systolic-blood-pressure-estimation-on-blood-pressure.md?metric=MAE>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/systolic-blood-pressure-estimation-on-blood-pressure.md?metric=MSE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/systolic-blood-pressure-estimation-on-blood-pressure.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed PPG Foundation Model | 13.2 | Not recorded | 6a264cab90966ade919beb37 |
| SimCLR | 13.6 | Not recorded | 6a264cab90966ade919beb37 |
| BYOL | 13.9 | Not recorded | 6a264cab90966ade919beb37 |

### Proposed PPG Foundation Model

MAE: 13.2. Result ID: 6a267616fbc373592c230ba0.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cab90966ade919beb37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264cab90966ade919beb37.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation","Fold count":"5","Input segment length":"10s"}. This record does not assert independent reproduction.

### SimCLR

MAE: 13.6. Result ID: 6a267616fbc373592c230b9f.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cab90966ade919beb37.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation","Fold count":"5","Input segment length":"10s"}. This record does not assert independent reproduction.

### BYOL

MAE: 13.9. Result ID: 6a267616fbc373592c230b9e.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cab90966ade919beb37.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation","Fold count":"5","Input segment length":"10s"}. This record does not assert independent reproduction.

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