Heart Rate Estimation on UBFC
0.14MAELQ-rPPG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LQ-rPPG2026.05 | 0.14 | — | 0.26 | 0.99 | |
| Style-rPPGSource=Excerpted from original paper2026.05 | 0.17 | — | 0.41 | 0.99 | |
| Contrast-Phys+2026.05 | 0.21 | — | 0.8 | 0.99 | |
| CodePhysSource=Excerpted from original paper2026.05 | 0.21 | — | 0.26 | 0.99 | |
| FacePhysTraining dataset=RLAP2025.12 | 0.43 | — | 0.67 | 1 | |
| RhyMambaTraining dataset=RLAP2025.12 | 0.44 | — | 0.68 | 1 | |
| Dual-GAN2026.05 | 0.44 | — | 0.67 | 0.99 | |
| FacePhysTraining dataset=PURE2025.12 | 0.48 | — | 0.72 | 1 | |
| Li et al.2026.05 | 0.48 | — | 0.64 | 0.99 | |
| PhysFormerTraining dataset=RLAP2025.12 | 0.5 | — | 0.75 | 1 | |
| PhysFormer2026.05 | 0.5 | — | 0.71 | 0.99 | |
| RhythmFormer2026.05 | 0.5 | — | 0.78 | 0.99 | |
| RhythmMamba2026.05 | 0.5 | — | 0.75 | 0.99 | |
| RhyMambaTraining dataset=PURE2025.12 | 0.63 | — | 1.07 | 1 | |
| Beam AI SDKSampling Rate=30 fps2022.10 | 0.65 | 0.77 | 1.98 | 0.99 | |
| PhysNetTraining dataset=RLAP2025.12 | 0.66 | — | 1.03 | 1 | |
| Teacherspatial attention=true2026.01 | 0.7 | — | 1.49 | 0.99 | |
| TFA-PFE2026.05 | 0.76 | — | 1.62 | — | |
| KDPhys2026.01 | 0.8 | — | 1.48 | 0.99 | |
| EFFPhysTraining dataset=RLAP2025.12 | 0.81 | — | 1.71 | 1 | |
| TSCANTraining dataset=RLAP2025.12 | 0.9 | — | 1.66 | 1 | |
| TSCAN+2026.01 | 0.98 | — | 2.68 | 0.97 | |
| Studentspatial attention=true2026.01 | 0.98 | — | 1.77 | 0.98 | |
| EfficientPhys2026.01 | 1 | — | 1.75 | 0.98 | |
| TSCAN2026.01 | 1.01 | — | 1.95 | 0.98 | |
| Teacherspatial attention=false2026.01 | 1.08 | — | 2.04 | 0.98 | |
| EfficientPhys-CSampling Rate=30 fps2022.10 | 1.14 | 1.16 | 1.81 | 0.99 | |
| EfficientPhys-C2021.10 | 1.14 | 1.16 | 1.81 | 0.99 | |
| EfficientPhys2026.05 | 1.14 | — | 1.81 | 0.99 | |
| PhysFormerTraining dataset=PURE2025.12 | 1.15 | — | 2.06 | 0.99 | |
| PhysNet2026.01 | 1.41 | — | 3.15 | 0.91 | |
| ETA-rPPGNet2026.01 | 1.46 | — | 3.97 | 0.93 | |
| PhysNetTraining dataset=PURE2025.12 | 1.62 | — | 3.49 | 0.98 | |
| TS-CANSampling Rate=30 fps2022.10 | 1.7 | 1.99 | 2.72 | 0.99 | |
| TS-CAN2021.10 | 1.7 | 1.99 | 2.72 | 0.99 | |
| TS-CAN2026.05 | 1.7 | — | 2.72 | 0.99 | |
| Gideon et al.2026.05 | 1.85 | — | 4.28 | 0.93 | |
| EfficientPhys-T1Sampling Rate=30 fps2022.10 | 2.08 | 2.53 | 4.91 | 0.96 | |
| EfficientPhys-T12021.10 | 2.08 | 2.53 | 4.91 | 0.96 | |
| PulseGAN2026.01 | 2.09 | — | 4.42 | 0.97 | |
| DeepPhys2026.01 | 2.35 | — | 5.52 | 0.86 | |
| CHROM2026.05 | 2.37 | — | 4.91 | 0.89 | |
| POS2026.01 | 2.44 | — | 6.61 | 0.94 | |
| TSCANTraining dataset=PURE2025.12 | 2.71 | — | 5.7 | 0.95 | |
| PhysNet2026.05 | 2.95 | — | 3.67 | 0.97 | |
| EFFPhysTraining dataset=PURE2025.12 | 2.96 | — | 5.11 | 0.97 | |
| Studentspatial attention=false2026.01 | 3.03 | — | 7.1 | 0.79 | |
| EfficientPhys-T22021.10 | 3.07 | 3.41 | 4.78 | 0.96 | |
| CHROMSampling Rate=30 fps2022.10 | 3.1 | 3.83 | 6.84 | 0.93 | |
| CHROM2021.10 | 3.1 | 3.83 | 6.84 | 0.93 | |
| CHROM2026.01 | 3.44 | — | 4.61 | 0.97 | |
| POSSampling Rate=30 fps2022.10 | 3.52 | 3.36 | 8.38 | 0.9 | |
| POS2021.10 | 3.52 | 3.36 | 8.38 | 0.9 | |
| POS2026.05 | 4.05 | — | 8.75 | 0.78 | |
| ICASampling Rate=30 fps2022.10 | 4.39 | 4.3 | 11.6 | 0.82 | |
| ICA2021.10 | 4.39 | 4.3 | 11.6 | 0.82 | |
| HR-CNN2026.05 | 4.9 | — | 5.89 | 0.64 | |
| ICA2026.05 | 5.17 | — | 11.76 | 0.65 | |
| DeepPhys2026.05 | 6.27 | — | 10.82 | 0.65 | |
| Green2026.05 | 7.5 | — | 14.14 | 0.62 |