Heart Rate Estimation on MMPD trained on UBFC (test)
8.09MAE (BPM)LQ-rPPG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LQ-rPPGTraining Set=UBFC2026.05 | 8.09 | 13.94 | 9.49 | 0.49 | |
| FCUS-rPPGLearning Paradigm=Label-free2026.06 | 8.96 | 15.18 | — | 0.42 | |
| RhythmFormerTraining Set=UBFC2026.05 | 9.08 | 15.07 | 11.17 | 0.53 | |
| RhythmJEPA2026.06 | 9.15 | 14.8 | 11.79 | 0.31 | |
| PhysNetTraining Set=UBFC2026.05 | 9.47 | 16.01 | 11.11 | 0.31 | |
| PhysNet2026.06 | 10.24 | 16.54 | 12.46 | 0.29 | |
| RhythmMambaTraining Set=UBFC2026.05 | 10.63 | 17.14 | 12.14 | 0.34 | |
| PhysNetLearning Paradigm=Supervised2026.06 | 10.97 | 17.35 | — | 0.31 | |
| PhysFormerTraining Set=UBFC2026.05 | 12.1 | 17.79 | 15.41 | 0.17 | |
| PhysFormer2026.06 | 12.1 | 17.79 | 15.41 | 0.17 | |
| PhysformerLearning Paradigm=Supervised2026.06 | 12.64 | 18.41 | — | 0.2 | |
| Contrast-Phys+Learning Paradigm=Label-free2026.06 | 13.33 | 23.52 | — | 0.25 | |
| EfficientPhysTraining Set=UBFC2026.05 | 13.78 | 22.25 | 15.15 | 0.09 | |
| EfficientPhys2026.06 | 13.78 | 22.25 | 15.15 | 0.09 | |
| TS-CANTraining Set=UBFC2026.05 | 14.01 | 21.04 | 15.48 | 0.24 | |
| TSCAN2026.06 | 14.01 | 21.04 | 15.48 | 0.24 | |
| Spiking-PhysTraining Set=UBFC2026.05 | 14.15 | — | 16.22 | 0.15 | |
| EfficientPhysLearning Paradigm=Supervised2026.06 | 14.19 | 22.21 | — | 0.22 | |
| TS-CANLearning Paradigm=Supervised2026.06 | 14.7 | 21.97 | — | 0.2 | |
| RhythmFormer2026.06 | 14.95 | 21.16 | 20.46 | 0.18 | |
| DeepPhysLearning Paradigm=Supervised2026.06 | 15.02 | 22.69 | — | 0.18 | |
| DeepPhysTraining Set=UBFC2026.05 | 17.5 | 25 | 19.27 | 0.06 | |
| DeepPhys2026.06 | 17.5 | 25 | 19.27 | 0.05 |