Pulse Rate Estimation on VIPL-HR Intra-dataset
3.53MAE (BPM)MeshPhys
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MeshPhysInput Representation=STGRAPH, Supervision Type=Supervised2026.01 | 3.53 | 6.82 | 0.84 | |
| RhythmGaussianInput Representation=STMAPS, Supervision Type=Self-supervised2026.01 | 4.22 | 7.12 | 0.92 | |
| CodePhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.27 | 7.11 | 0.81 | |
| RhythmMambaInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.3 | 7.49 | 0.81 | |
| Dual-TLInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 4.36 | 6.92 | 0.69 | |
| RhythmFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.51 | 7.98 | 0.78 | |
| rPPG-MAEInput Representation=STMAPS, Supervision Type=Self-supervised2026.01 | 4.52 | 7.49 | 0.81 | |
| PhysGCNInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.7 | 7.44 | 0.82 | |
| NESTInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 4.76 | 7.51 | 0.84 | |
| PhysFormer++Input Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.88 | 7.62 | 0.8 | |
| Dual-GANInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 4.93 | 7.68 | 0.81 | |
| PhysFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.97 | 7.79 | 0.78 | |
| CVDInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 5.02 | 7.97 | 0.79 | |
| NAS-HRInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 5.12 | 8.01 | 0.79 | |
| RhythmNetInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 5.3 | 8.14 | 0.76 | |
| BVPNetInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 5.34 | 7.85 | 0.7 | |
| GraphPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 6.69 | 9.7 | 0.48 | |
| OursMethods Type=Learning-based, Clip Duration=2s2025.06 | 9.39 | 10.42 | 0.33 | |
| PhysNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 10.8 | 14.8 | 0.2 | |
| DeepPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 11 | 13.8 | 0.11 | |
| CHROMInput Representation=ROI, Supervision Type=Traditional2026.01 | 11.44 | 16.97 | 0.28 | |
| POSInput Representation=ROI, Supervision Type=Traditional2026.01 | 11.5 | 17.2 | 0.3 | |
| X-iPPGNetMethods Type=Learning-based, Clip Duration=2s2025.06 | 14.71 | 15.36 | 0.12 | |
| PRnetMethods Type=Learning-based, Clip Duration=2s2025.06 | 16.81 | 17.08 | 0.16 | |
| CHROMMethods Type=Non-learning, Clip Duration=2s2025.06 | 21.09 | 27.78 | 0.16 | |
| POSMethods Type=Non-learning, Clip Duration=2s2025.06 | 21.71 | 28.88 | 0.16 | |
| PhysFormerMethods Type=Learning-based, Clip Duration=2s2025.06 | 25.89 | 27.9 | 0.22 | |
| Dual-bridgingMethods Type=Learning-based, Clip Duration=2s2025.06 | 27.35 | 29.85 | 0.19 | |
| EfficientPhysMethods Type=Learning-based, Clip Duration=2s2025.06 | 29 | 36.74 | 0.02 | |
| RErPPG-NetMethods Type=Learning-based, Clip Duration=2s2025.06 | 29.65 | 33.09 | 0.12 | |
| Contrast-PhysMethods Type=Learning-based, Clip Duration=2s2025.06 | 32.62 | 35.87 | 0.08 | |
| Gideon2021Methods Type=Learning-based, Clip Duration=2s2025.06 | 33.11 | 35.57 | 0.12 |