# Heart Rate Estimation on MMPD trained on PURE (test) Source: [Heart Rate Estimation on MMPD trained on PURE (test)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:27:08.290Z Evaluation of heart rate estimation models using the test split of the MMPD dataset, specifically noting that the model was trained on PURE data. Metrics include MAE, RMSE, MAPE, and correlation coefficient (rho). 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 | Heart Rate Estimation | | Dataset (including any stated split) | MMPD trained on PURE (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. - [Correlation (ρ)](): Higher is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | LQ-rPPG | 7.98 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | RhythmFormer | 8.98 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | RhythmJEPA | 9.46 | Not recorded | 6a449f16e0224bd4f49931db | | RhythmMamba | 10.44 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | PhysNet | 13.22 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | PhysNet | 13.22 | Not recorded | 6a449f16e0224bd4f49931db | | TS-CAN | 13.94 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | TSCAN | 13.94 | Not recorded | 6a449f16e0224bd4f49931db | | EfficientPhys | 14.03 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | EfficientPhys | 14.03 | Not recorded | 6a449f16e0224bd4f49931db | | PhysFormer | 14.57 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | Spiking-Phys | 14.57 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | PhysFormer | 14.57 | Not recorded | 6a449f16e0224bd4f49931db | | DeepPhys | 16.92 | Not recorded | 6a13d7906f71c5ae7dc9e936 | | DeepPhys | 16.92 | Not recorded | 6a449f16e0224bd4f49931db | | RhythmFormer | 17.52 | Not recorded | 6a449f16e0224bd4f49931db | ### LQ-rPPG MAE: 7.98. Result ID: 6a140161fbc373592c0af989. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### RhythmFormer MAE: 8.98. Result ID: 6a140161fbc373592c0af987. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### RhythmJEPA MAE: 9.46. Result ID: 6a44cf5b73d097d845bf6563. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RhythmMamba MAE: 10.44. Result ID: 6a140161fbc373592c0af988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### PhysNet MAE: 13.22. Result ID: 6a140161fbc373592c0af982. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### PhysNet MAE: 13.22. Result ID: 6a44cf5b73d097d845bf655e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TS-CAN MAE: 13.94. Result ID: 6a140161fbc373592c0af983. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### TSCAN MAE: 13.94. Result ID: 6a44cf5b73d097d845bf655f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EfficientPhys MAE: 14.03. Result ID: 6a140161fbc373592c0af985. [Reporting paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### EfficientPhys MAE: 14.03. Result ID: 6a44cf5b73d097d845bf6561. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PhysFormer MAE: 14.57. Result ID: 6a140161fbc373592c0af984. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### Spiking-Phys MAE: 14.57. Result ID: 6a140161fbc373592c0af986. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### PhysFormer MAE: 14.57. Result ID: 6a44cf5b73d097d845bf6560. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepPhys MAE: 16.92. Result ID: 6a140161fbc373592c0af981. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Set":"PURE"}. This record does not assert independent reproduction. ### DeepPhys MAE: 16.92. Result ID: 6a44cf5b73d097d845bf655d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RhythmFormer MAE: 17.52. Result ID: 6a44cf5b73d097d845bf6562. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.