Heart Rate Estimation on PURE (test)
0.75MAEPeriodic-MAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Periodic-MAETrain set=UBFC2025.06 | 0.75 | 2.42 | 0.99 | 1.22 | 8.69 | |
| MVRD-rPPGTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 0.77 | 1 | 0.99 | — | — | |
| RhythmFormerTrain set=UBFC2025.06 | 0.97 | 3.36 | 0.99 | 1.6 | 12.01 | |
| KDPhys2026.01 | 1.61 | 2.59 | 0.99 | — | — | |
| Teacherattention=with2026.01 | 1.65 | 3.09 | 0.93 | — | — | |
| TSCAN+2026.01 | 1.8 | 3.45 | 0.99 | — | — | |
| CHROM2026.01 | 2.07 | 9.92 | 0.99 | — | — | |
| EfficientPhys2026.01 | 2.07 | 2.61 | 0.98 | — | — | |
| Teacherattention=without2026.01 | 2.07 | 3.53 | 0.99 | — | — | |
| CHROMTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 2.07 | 9.92 | 0.99 | — | — | |
| PulseGAN2026.01 | 2.28 | 4.29 | 0.99 | — | — | |
| Studentattention=with2026.01 | 2.5 | 3.85 | 0.96 | — | — | |
| PhysNet2026.01 | 2.61 | 4.02 | 0.95 | — | — | |
| ETA-rPPGNet2026.01 | 2.66 | 6.48 | 0.92 | — | — | |
| TSCAN2026.01 | 2.91 | 4.53 | 0.96 | — | — | |
| PhysFormerTrain set=UBFC2025.06 | 2.93 | 10.11 | 0.9 | 4.8 | 9.91 | |
| POS2026.01 | 3.14 | 10.57 | 0.95 | — | — | |
| SiNCTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 3.19 | 5.13 | 0.79 | — | — | |
| TS-CANTrain set=UBFC2025.06 | 3.69 | 13.8 | 0.82 | 3.39 | 5.26 | |
| DeepPhys2026.01 | 4.36 | 6.46 | 0.86 | — | — | |
| Studentattention=without2026.01 | 4.7 | 6.07 | 0.85 | — | — | |
| EfficientPhysTrain set=UBFC2025.06 | 5.47 | 17.04 | 0.71 | 5.4 | 4.09 | |
| DeepPhysTrain set=UBFC2025.06 | 5.54 | 18.51 | 0.66 | 5.32 | 4.4 | |
| PhysNetTrain set=UBFC2025.06 | 8.06 | 19.71 | 0.61 | 13.67 | 6.68 | |
| Contrast-Phys+Training Dataset=MVRD Movement, Fine-tuning=false2026.03 | 8.37 | 9.13 | 0.61 | — | — | |
| PhysFormerTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 9.32 | 12.56 | 0.57 | — | — | |
| PhysNetTraining Dataset=MVRD Movement, Fine-tuning=false2026.03 | 10.78 | 12.98 | 0.42 | — | — |