Heart Rate Estimation on PPG-DaLiA 1.0 (Session-wise)
4.85Session 1 Error (BPM)Residual FCN
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Residual FCN#Param=53K, Efficiency=3.112022.04 | 4.85 | 4.69 | 3.25 | 6.03 | 11.88 | 6.27 | 2.7 | 7.77 | 9.83 | 4.12 | 6.15 | 6.26 | 2.94 | 3.47 | 4.5 | — | |
| FCN#Param=8K, Efficiency=19.262022.04 | 5.3 | 5.38 | 3.79 | 6.24 | 14.03 | 8.73 | 3.15 | 8.09 | 10.64 | 5.17 | 7.18 | 6.42 | 3.69 | 4.28 | 5.24 | — | |
| DCT(No Inverse)#Param=3K, Efficiency=45.982022.04 | 5.92 | 6.28 | 4.8 | 6.85 | 15 | 9.89 | 4.01 | 8.25 | 11.24 | 5.54 | 8.35 | 6.87 | 4.42 | 5.08 | 6.22 | — | |
| Base#Param=29K, Efficiency=4.432022.04 | 6.7 | 7.03 | 5.03 | 6.99 | 17.7 | 11.27 | 4.04 | 8.56 | 11.18 | 6.42 | 8.98 | 6.83 | 4.7 | 4.85 | 6.59 | — | |
| CNN ensemble#Param=8.5M, Efficiency=0.022022.04 | 7.73 | 6.74 | 4.03 | 5.9 | 18.51 | 12.88 | 3.91 | 10.87 | 8.79 | 4.03 | 9.22 | 9.35 | 4.29 | 4.37 | 4.17 | — | |
| CNN average2022.04 | 8.45 | 7.92 | 5.96 | 7.86 | 18.97 | 13.55 | 5.16 | 11.49 | 10.65 | 6.07 | 9.87 | 9.95 | 5.25 | 5.85 | 5.25 | — | |
| SpaMaPlus2022.04 | 8.86 | 9.67 | 6.4 | 14.1 | 24.06 | 11.34 | 6.31 | 11.25 | 16.04 | 6.17 | 15.15 | 12.03 | 8.5 | 7.76 | 8.29 | — | |
| SpaMa2022.04 | 11.86 | 14.75 | 9.53 | 17.2 | 39.28 | 16.78 | 15.88 | 15.2 | 17.19 | 9.08 | 21.63 | 12.63 | 9.5 | 10.73 | 12.23 | — | |
| Schäck et. al.2022.04 | 33.05 | 27.81 | 18.49 | 28.82 | 12.64 | 8.72 | 20.65 | 21.75 | 22.25 | 12.6 | 21.05 | 22.74 | 27.71 | 12.05 | 16.4 | — |