Heart Rate Estimation on MMPD (test)
2.67MAELQ-rPPG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LQ-rPPGTraining Protocol=Intra-dataset2026.05 | 2.67 | 6.31 | 0.87 | — | — | |
| RhythmFormerTraining Protocol=Intra-dataset2026.05 | 3.07 | 6.81 | 0.86 | — | — | |
| RhythmMambaTraining Protocol=Intra-dataset2026.05 | 3.16 | 7.27 | 0.84 | — | — | |
| PhysNetTraining Protocol=Intra-dataset2026.05 | 4.8 | 11.8 | 0.6 | — | — | |
| Periodic-MAETrain set=UBFC2025.06 | 7.85 | 13.97 | 0.53 | 8.95 | -6.55 | |
| Periodic-MAETrain set=PURE2025.06 | 8.33 | 13.6 | 0.47 | 9.29 | -8.12 | |
| RhythmFormerTrain set=PURE2025.06 | 8.98 | 14.85 | 0.51 | 11.11 | -8.39 | |
| RhythmFormerTrain set=UBFC2025.06 | 9.08 | 15.07 | 0.53 | 11.17 | -7.73 | |
| PhysNetTrain set=UBFC2025.06 | 9.47 | 16.01 | 0.31 | 11.11 | -8.15 | |
| TS-CANTraining Protocol=Intra-dataset2026.05 | 9.71 | 17.22 | 0.44 | — | — | |
| PhysLLMTraining sources=PURE + UBFC-rPPG2025.05 | 9.95 | 14.96 | — | — | — | |
| PhysFormerTrain set=PURE2025.06 | 10.49 | 17.14 | 0.32 | 11.98 | -8.27 | |
| RhythmFormerTraining sources=PURE + UBFC-rPPG2025.05 | 10.5 | 16.7 | — | — | — | |
| PhysFormerTrain set=UBFC2025.06 | 10.69 | 17.23 | 0.27 | 12.48 | -8.84 | |
| PhysNetTraining sources=PURE + UBFC-rPPG2025.05 | 11 | 17.3 | — | — | — | |
| PhysFormerTraining sources=PURE + UBFC-rPPG2025.05 | 11.4 | 17.5 | — | — | — | |
| EfficientPhysTraining sources=PURE + UBFC-rPPG2025.05 | 11.8 | 18.9 | — | — | — | |
| EfficientPhysTraining sources=PURE + BUAA2025.05 | 11.9 | 18.5 | — | — | — | |
| PhysLLMTraining sources=PURE + BUAA2025.05 | 11.9 | 15.3 | — | — | — | |
| PhysFormerTraining Protocol=Intra-dataset2026.05 | 11.99 | 18.41 | 0.18 | — | — | |
| PhysLLMTraining sources=BUAA + UBFC-rPPG2025.05 | 12.1 | 15.2 | — | — | — | |
| PhysLLMTraining Protocol=Three-source training (Others -> MMPD)2025.05 | 12.2 | 15.5 | — | — | — | |
| RhythmFormerTraining sources=BUAA + UBFC-rPPG2025.05 | 12.6 | 17.5 | — | — | — | |
| PhysNetTraining Protocol=Three-source training (Others -> MMPD)2025.05 | 12.8 | 16.3 | — | — | — | |
| EfficientPhysTraining Protocol=Three-source training (Others -> MMPD)2025.05 | 13.2 | 20.02 | — | — | — | |
| PhysFormerTraining sources=BUAA + UBFC-rPPG2025.05 | 13.2 | 16.5 | — | — | — | |
| PhysNetTraining sources=PURE + BUAA2025.05 | 13.2 | 16.7 | — | — | — | |
| EfficientPhysTraining Protocol=Intra-dataset2026.05 | 13.47 | 21.32 | 0.21 | — | — | |
| PhysNetTraining sources=BUAA + UBFC-rPPG2025.05 | 13.5 | 17 | — | — | — | |
| EfficientPhysTrain set=UBFC2025.06 | 13.78 | 22.25 | 0.09 | 15.15 | -9.13 | |
| PhysFormerTraining Protocol=Three-source training (Others -> MMPD)2025.05 | 13.9 | 19.3 | — | — | — | |
| PhysFormerTraining sources=PURE + BUAA2025.05 | 13.9 | 18.6 | — | — | — | |
| PhysNetTrain set=PURE2025.06 | 13.94 | 21.61 | 0.2 | 15.15 | -9.94 | |
| TS-CANTrain set=PURE2025.06 | 13.94 | 21.61 | 0.2 | 15.15 | -9.94 | |
| RhythmFormerTraining sources=PURE + BUAA2025.05 | 13.98 | 19.5 | — | — | — | |
| TS-CANTrain set=UBFC2025.06 | 14.01 | 21.04 | 0.24 | 15.48 | -10.18 | |
| EfficientPhysTrain set=PURE2025.06 | 14.03 | 21.62 | 0.17 | 15.32 | -9.95 | |
| EfficientPhysTraining sources=BUAA + UBFC-rPPG2025.05 | 15.5 | 20.8 | — | — | — | |
| RhythmFormerTraining Protocol=Three-source training (Others -> MMPD)2025.05 | 16.1 | 20.5 | — | — | — | |
| DeepPhysTrain set=PURE2025.06 | 16.92 | 24.61 | 0.05 | 18.54 | -11.53 | |
| DeepPhysTrain set=UBFC2025.06 | 17.5 | 25 | 0.06 | 19.27 | -11.72 | |
| GreenTraining Protocol=Three-source training (Others -> MMPD)2025.05 | 21.7 | 27.7 | — | — | — | |
| GreenTraining sources=PURE + BUAA2025.05 | 21.7 | 27.7 | — | — | — | |
| GreenTraining sources=PURE + UBFC-rPPG2025.05 | 21.7 | 27.7 | — | — | — | |
| GreenTraining sources=BUAA + UBFC-rPPG2025.05 | 21.7 | 27.7 | — | — | — | |
| DeepPhysTraining Protocol=Intra-dataset2026.05 | 22.27 | 28.92 | -0.03 | — | — |