Pulse Rate Estimation on UBFC-rPPG to MMPD (test)
7.38MAE (BPM)MeshPhys
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MeshPhysInput representation=STGRAPH, Supervision type=Supervised2026.01 | 7.38 | 14.7 | 0.56 | |
| FreqPhysVenue=-2026.04 | 8.91 | 12.86 | 0.57 | |
| BeatFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 8.98 | 15.16 | 0.39 | |
| RhythmFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 9.08 | 15.07 | 0.53 | |
| PhysNetInput representation=VIDEO, Supervision type=Supervised2026.01 | 10.24 | 16.54 | 0.29 | |
| PhysNetVenue=BMVC’192026.04 | 10.24 | 16.54 | 0.29 | |
| RhythmMambaInput representation=VIDEO, Supervision type=Supervised2026.01 | 10.63 | 17.14 | 0.34 | |
| RhythmMambaVenue=AAAI’252026.04 | 10.63 | 17.14 | 0.34 | |
| PhysFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 12.1 | 17.79 | 0.17 | |
| PhysFormerVenue=CVPR’222026.04 | 12.1 | 17.79 | 0.17 | |
| POSInput representation=ROI, Supervision type=Un-supervised2026.01 | 12.36 | 17.71 | 0.18 | |
| CHROMInput representation=ROI, Supervision type=Un-supervised2026.01 | 13.66 | 18.76 | 0.08 | |
| CHROMVenue=TBE’132026.04 | 13.66 | 18.76 | 0.08 | |
| EfficientPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 13.78 | 22.25 | 0.09 | |
| EfficientPhysVenue=WACV’232026.04 | 13.78 | 22.25 | 0.09 | |
| TS-CANInput representation=VIDEO, Supervision type=Supervised2026.01 | 14.01 | 21.04 | 0.24 | |
| TS-CANVenue=NeurIPS’202026.04 | 14.01 | 21.04 | 0.24 | |
| Spiking-PhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 14.15 | — | 0.15 | |
| DeepPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 17.5 | 25 | 0.05 | |
| DeepPhysVenue=ECCV’182026.04 | 17.5 | 25 | 0.05 | |
| ICAVenue=Opt Express’102026.04 | 18.06 | 24.3 | 0.01 | |
| GREENVenue=Opt Express’082026.04 | 21.68 | 27.69 | -0.01 |