Heart Rate Estimation on UBFC-rPPG (test)
0.17MAErPPG-MAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| rPPG-MAEType=Label-free2026.06 | 0.17 | 0.21 | — | 0.99 | — | — | |
| FCUS-rPPGType=Label-free2026.06 | 0.31 | 1.03 | — | 0.99 | — | — | |
| Ma et al.Type=Label-free2026.06 | 0.38 | 0.92 | — | 0.99 | — | — | |
| DRNetReference=Ours2022.06 | 0.42 | 0.64 | 0.45 | 0.998 | — | — | |
| Dual-GANReference=CVPR2022.06 | 0.44 | 0.67 | 0.42 | 0.99 | — | — | |
| Dual-GANType=Supervised2023.03 | 0.44 | 0.67 | — | 0.99 | — | — | |
| Dual-GANType=Supervised2026.06 | 0.44 | 0.67 | — | 0.99 | — | — | |
| RhythmFormersource=Reproduced2026.06 | 0.45 | 0.76 | — | 0.997 | 0.46 | — | |
| RhythmFormersource=Reported in paper [9]2026.06 | 0.5 | 0.78 | — | 0.99 | 0.47 | — | |
| RPNetType=Supervised2026.06 | 0.53 | 1.78 | — | 0.99 | — | — | |
| PhysNetType=Supervised2026.06 | 0.55 | 2.03 | — | 0.99 | — | — | |
| Yue et al.Type=Label-free2026.06 | 0.58 | 0.94 | — | 0.99 | — | — | |
| SiNCType=Label-free2026.06 | 0.59 | 1.83 | — | 0.99 | — | — | |
| Contrast-PhysType=Unsupervised2023.03 | 0.64 | 1 | — | 0.99 | — | — | |
| Contrast-Phys+Type=Label-free2026.06 | 0.64 | 1 | — | 0.99 | — | — | |
| MVRD-rPPGTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 0.83 | 1.73 | — | 0.98 | — | — | |
| Periodic-MAETrain set=PURE2025.06 | 0.86 | 1.78 | — | 0.99 | 0.95 | 7.84 | |
| RhythmFormerTrain set=PURE2025.06 | 0.89 | 1.83 | — | 0.99 | 0.97 | 6.05 | |
| PhysNetTrain set=PURE2025.06 | 0.98 | 2.48 | — | 0.99 | 1.12 | 1.49 | |
| ToTMNetParameters=0.063M2026.01 | 1.055 | 2.358 | — | 0.996 | 2.358 | -1.387 | |
| PulseGANReference=JBHI2022.06 | 1.19 | 2.1 | 1.24 | 0.98 | — | — | |
| PulseGANType=Supervised2023.03 | 1.19 | 2.1 | — | 0.98 | — | — | |
| PulseGAN2025.04 | 1.19 | 2.1 | 0.0124 | 0.98 | — | — | |
| DeepPhysTrain set=PURE2025.06 | 1.21 | 2.9 | — | 0.99 | 1.42 | 1.74 | |
| TS-CANTrain set=PURE2025.06 | 1.3 | 2.87 | — | 0.99 | 1.5 | 1.49 | |
| ToTMNetTrain Dataset=SCAMPS2026.01 | 1.582 | 2.862 | — | 0.994 | 1.66 | -5.385 | |
| Gideon2021Type=Unsupervised2023.03 | 1.85 | 4.28 | — | 0.93 | — | — | |
| Gideon2021Type=Label-free2026.06 | 1.85 | 4.28 | — | 0.93 | — | — | |
| SiNCTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 1.95 | 3.12 | — | 0.85 | — | — | |
| EfficientPhysTrain set=PURE2025.06 | 2.07 | 6.32 | — | 0.94 | 2.1 | -0.12 | |
| POSType=Traditional2023.03 | 2.11 | 9.11 | — | 0.87 | — | — | |
| TS-CANTrain Dataset=SCAMPS2026.01 | 2.285 | 3.871 | — | 0.992 | 3.071 | -3.907 | |
| TS-CANParameters=2.229M2026.01 | 2.285 | 3.871 | — | 0.992 | 3.871 | -2.078 | |
| PhysFormerTrain set=PURE2025.06 | 2.35 | 6.26 | — | 0.94 | 2.32 | 2.97 | |
| CHROMType=Traditional2023.03 | 2.36 | 9.23 | — | 0.87 | — | — | |
| CHROMTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 2.37 | 4.91 | — | 0.89 | — | — | |
| RF-Net2025.04 | 2.56 | 6.6 | 0.0284 | 0.86 | — | — | |
| EfficientPhysParameters=2.163M2026.01 | 3.431 | 4.467 | — | 0.994 | 4.181 | -1.771 | |
| POSType=Traditional2026.06 | 3.67 | 11.82 | — | 0.88 | — | — | |
| PhysNetTrain Dataset=SCAMPS2026.01 | 4.043 | 6.051 | — | 0.985 | 4.619 | -5.209 | |
| SimPerType=Unsupervised, Fine-tuning on labeled data with a linear classifier=true2023.03 | 4.24 | — | — | — | — | — | |
| SimPerType=Label-free2026.06 | 4.24 | — | — | — | — | — | |
| POS2026.01 | 4.733 | 15.692 | — | 0.778 | 15.692 | -2.602 | |
| ICAType=Traditional2026.06 | 4.77 | 16.07 | — | 0.72 | — | — | |
| ICAType=Traditional2023.03 | 5.17 | 11.76 | — | 0.65 | — | — | |
| PhysNetParameters=0.769M2026.01 | 5.326 | 7.802 | — | 0.986 | 7.03 | -1.384 | |
| SynRhythmReference=ICPR2022.06 | 5.59 | 6.82 | 5.5 | 0.72 | — | — | |
| SynRhythmType=Supervised2023.03 | 5.59 | 6.82 | — | 0.72 | — | — | |
| SynRhythm2025.04 | 5.59 | 6.28 | 0.055 | 0.72 | — | — | |
| CHROMType=Traditional2026.06 | 5.77 | 14.93 | — | 0.81 | — | — | |
| CHROM2026.01 | 5.814 | 16.69 | — | 0.751 | 16.69 | -3.424 | |
| GREENReference=Opt. Express2022.06 | 6.01 | 7.87 | 6.48 | 0.29 | — | — | |
| GREEN2025.04 | 6.01 | 7.87 | 0.0648 | 0.29 | — | — | |
| PhysFormerTrain Dataset=SCAMPS2026.01 | 6.68 | 11.935 | — | 0.938 | 9.124 | -3.58 | |
| PhysNetTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 7.14 | 9.42 | — | 0.67 | — | — | |
| Contrast-Phys+Training Dataset=MVRD Movement, Fine-tuning=false2026.03 | 7.15 | 8.99 | — | 0.55 | — | — | |
| GREENType=Traditional2023.03 | 7.5 | 14.41 | — | 0.62 | — | — | |
| PhysFormerTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 7.89 | 9.07 | — | 0.7 | — | — | |
| PhysFormerParameters=7.381M2026.01 | 8.086 | 10.793 | — | 0.946 | 10.793 | -3.199 | |
| CHROMReference=TBME2022.06 | 8.2 | 9.92 | 9.17 | 0.27 | — | — | |
| CHROM2025.04 | 8.2 | 9.92 | 0.0917 | 0.27 | — | — | |
| POSReference=TBME2022.06 | 8.35 | 10 | 9.85 | 0.24 | — | — | |
| POS2025.04 | 8.35 | 10 | 0.0985 | 0.24 | — | — | |
| SLF-RPMType=Unsupervised, Fine-tuning on labeled data with a linear classifier=true2023.03 | 8.39 | 9.7 | — | 0.7 | — | — | |
| SLF-RPMType=Label-free2026.06 | 8.39 | 9.7 | — | 0.7 | — | — | |
| GREENType=Traditional2026.06 | 10.09 | 23.85 | — | 0.34 | — | — | |
| ICA2026.01 | 21.905 | 34.141 | — | 0.356 | 34.141 | -8.011 | |
| GREEN2026.01 | 30.694 | 42.803 | — | 0.199 | 42.803 | -9.916 | |
| EfficientPhysTrain Dataset=SCAMPS2026.01 | 35.332 | 50.543 | — | -0.563 | 28.827 | -5.671 |