MMPD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Heart Rate Estimation | MMPD | MAE3.16 | 80 | |
| Heart Rate Estimation | MMPD (test) | MAE2.67 | 46 | |
| Pulse Rate Estimation | MMPD | MAE2.77 | 31 | |
| rPPG estimation | MMPD | MAE4.05 | 24 | |
| Heart Rate Estimation | MMPD trained on UBFC (test) | MAE (BPM)8.09 | 23 | |
| Pulse Rate Estimation | MMPD Intra-dataset | MAE (BPM)1.02 | 17 | |
| Heart Rate Estimation | MMPD trained on PURE (test) | MAE7.98 | 16 | |
| Remote Physiological Measurement | MMPD | MAE11.6 | 7 | |
| HR estimation | MMPD (five-fold cross-validation) | MAE5.58 | 6 | |
| Respiratory rate estimation | MMPD | MAE6.37 | 5 | |
| Heart Rate Estimation | MMPD Type 6 skin tone | MAE (BPM)5.73 | 3 | |
| Heart Rate Estimation | MMPD Type 5 skin tone | MAE4.99 | 3 | |
| Heart Rate Estimation | MMPD Type 4 skin tone | MAE4.73 | 3 | |
| Heart Rate Estimation | MMPD Type 3 | MAE4.96 | 3 | |
| Heart Rate Estimation | MMPD Natural (test) | MAE3.45 | 3 | |
| Heart Rate Estimation | MMPD Incandescent (test) | MAE3.59 | 3 | |
| Heart Rate Estimation | MMPD LED-High (test) | MAE3.72 | 3 | |
| Heart Rate Estimation | MMPD LED-Low (test) | MAE4.46 | 3 | |
| Physiological Signal Editing | MMPD 38 (test) | PSNR (dB)41.72 | 2 |
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