Pulse Rate Estimation on PURE Intra-dataset
0.23MAE (bpm)RhythmMamba
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RhythmMambaInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.23 | 0.34 | 0.99 | |
| Periodic-MAE2025.06 | 0.25 | 0.4 | 0.99 | |
| RhythmFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.27 | 0.47 | 0.99 | |
| MeshPhysInput Representation=STGRAPH, Supervision Type=Supervised2026.01 | 0.27 | 0.48 | 1 | |
| RhythmFormer2025.06 | 0.27 | 0.47 | 0.99 | |
| Dual-TLInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 0.37 | 0.68 | 0.99 | |
| CodePhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.39 | 0.83 | 0.99 | |
| rPPG-MAEInput Representation=STMAPS, Supervision Type=Self-supervised2026.01 | 0.4 | 0.92 | 0.99 | |
| Contrast-Phys+2025.06 | 0.48 | 0.98 | 0.99 | |
| Siamese2025.06 | 0.51 | 1.56 | 0.83 | |
| STGNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.69 | 0.98 | 0.99 | |
| CHROMType=Traditional2023.03 | 0.75 | 2.23 | 1 | |
| POSType=Traditional2023.03 | 0.8 | 4.11 | 0.98 | |
| Dual-GANType=Supervised2023.03 | 0.82 | 1.31 | 0.99 | |
| Dual-GANInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 0.82 | 1.31 | 0.99 | |
| Dual-GAN2025.06 | 0.82 | 1.31 | 0.99 | |
| DeepPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.83 | 1.54 | 0.99 | |
| DeepPhys2025.06 | 0.83 | 1.54 | 0.99 | |
| Contrast-PhysType=Unsupervised2023.03 | 1 | 1.4 | 0.99 | |
| PhysFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 1.1 | 1.75 | 0.99 | |
| PhysFormer2025.06 | 1.1 | 1.75 | 0.99 | |
| CVDInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 1.29 | 2.01 | 0.98 | |
| OursMethods Type=Learning-based, Clip Duration=2s2025.06 | 1.33 | 1.97 | 0.67 | |
| Li et al.2025.06 | 1.44 | 2.5 | — | |
| TDM2025.06 | 1.83 | 2.3 | 0.99 | |
| HR-CNNType=Supervised2023.03 | 1.84 | 2.37 | 0.98 | |
| PhysNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 2.1 | 2.6 | 0.99 | |
| PhysNet2025.06 | 2.1 | 2.6 | 0.99 | |
| Gideon2021Type=Unsupervised2023.03 | 2.3 | 2.9 | 0.99 | |
| 2SRType=Traditional2023.03 | 2.44 | 3.06 | 0.98 | |
| TS-CANInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 2.48 | 9.01 | 0.92 | |
| TS-CAN2025.06 | 2.48 | 9.01 | 0.92 | |
| POSInput Representation=ROI, Supervision Type=Traditional2026.01 | 3.67 | 11.82 | 0.88 | |
| ICAType=Traditional2023.03 | 3.76 | 12.6 | 0.85 | |
| SimPerType=Unsupervised, Fine-tuning on labeled data with a linear classifier=true2023.03 | 3.89 | — | — | |
| X-iPPGNetMethods Type=Learning-based, Clip Duration=2s2025.06 | 4.61 | 5.36 | 0.49 | |
| PRnetMethods Type=Learning-based, Clip Duration=2s2025.06 | 4.94 | 5.44 | 0.45 | |
| DD-rPPGNetMethods Type=Learning-based, Clip Duration=2s2025.06 | 5.23 | 6.66 | -0.02 | |
| CHROMInput Representation=ROI, Supervision Type=Traditional2026.01 | 5.77 | 14.93 | 0.81 | |
| Dual-bridgingMethods Type=Learning-based, Clip Duration=2s2025.06 | 5.82 | 6.74 | 0.42 | |
| RErPPG-NetMethods Type=Learning-based, Clip Duration=2s2025.06 | 6.25 | 7.83 | 0.47 | |
| PhysFormerMethods Type=Learning-based, Clip Duration=2s2025.06 | 6.56 | 8.29 | 0.43 | |
| GREENType=Traditional2023.03 | 7.23 | 17.05 | 0.69 | |
| EfficientPhysMethods Type=Learning-based, Clip Duration=2s2025.06 | 9.03 | 16.95 | 0.38 | |
| Contrast-PhysMethods Type=Learning-based, Clip Duration=2s2025.06 | 12.65 | 13.03 | 0.41 | |
| Gideon2021Methods Type=Learning-based, Clip Duration=2s2025.06 | 12.88 | 17.04 | 0.39 | |
| POSMethods Type=Non-learning, Clip Duration=2s2025.06 | 15.73 | 22.33 | 0.35 | |
| CHROMMethods Type=Non-learning, Clip Duration=2s2025.06 | 16.68 | 22.99 | 0.32 |