Heart Rate Estimation on PPGDalia (Average)
2.85MAEKID-PPG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| KID-PPGThreshold (Thr)=10BPM, Mode=Probabilistic2024.05 | 2.85 | 4.45 | 83.69 | |
| Adaptive + AttentionFiltering=Adaptive filtering, Base Model=Attention2024.05 | 3.7 | 6.88 | — | |
| Adaptive + Attention + HR AugFiltering=Adaptive filtering, Base Model=Attention, Augmentation=HR Aug2024.05 | 3.79 | 7.21 | — | |
| Adaptive + Q-PPGFiltering=Adaptive filtering, Base Model=Q-PPG2024.05 | 3.98 | 7.05 | — | |
| AttentionMethod Category=Deep Learning2024.05 | 4.44 | — | — | |
| TAPIRMethod Category=Signal Processing2024.05 | 4.57 | — | — | |
| Q-PPGMethod Category=Deep Learning2024.05 | 4.81 | — | — | |
| CurToSSMethod Category=Signal Processing2024.05 | 5.04 | — | — | |
| AugmentationMethod Category=Deep Learning2024.05 | 5.2 | — | — | |
| TEMPONetMethod Category=Deep Learning2024.05 | 5.27 | — | — | |
| TimePPGMethod Category=Deep Learning2024.05 | 5.3 | — | — | |
| NAS-PPGMethod Category=Deep Learning2024.05 | 6.16 | — | — | |
| DeepPPGMethod Category=Deep Learning2024.05 | 7.65 | — | — | |
| SpaMaPlusMethod Category=Signal Processing2024.05 | 11.06 | — | — |