Pulse Rate Estimation on UBFC-rPPG to PURE (test)
0.29MAE (BPM)MeshPhys
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MeshPhysInput representation=STGRAPH, Supervision type=Supervised2026.01 | 0.29 | 0.86 | 1 | |
| FreqPhysVenue=-2026.04 | 0.43 | 0.79 | 1 | |
| FCUS-rPPGTypes=L-F.2026.06 | 0.49 | 1.24 | 0.99 | |
| RhythmMambaVenue=AAAI’252026.04 | 0.95 | 1.83 | 0.99 | |
| FreqPhysVenue=-2026.04 | 0.95 | 3.15 | 0.99 | |
| RhythmFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 0.97 | 3.36 | 0.99 | |
| DeepPhysVenue=ECCV’182026.04 | 1.21 | 2.9 | 0.99 | |
| TS-CANVenue=NeurIPS’202026.04 | 1.3 | 2.87 | 0.99 | |
| PhysFormerVenue=CVPR’222026.04 | 1.44 | 3.77 | 0.98 | |
| PhysNetVenue=BMVC’192026.04 | 1.63 | 3.79 | 0.98 | |
| RhythmMambaInput representation=VIDEO, Supervision type=Supervised2026.01 | 1.98 | 6.51 | 0.96 | |
| RhythmMambaVenue=AAAI’252026.04 | 1.98 | 6.51 | 0.96 | |
| EfficientPhysVenue=WACV’232026.04 | 2.13 | 3 | 0.99 | |
| Yue et al.Types=L-F.2026.06 | 2.14 | 3.37 | 0.98 | |
| Contrast-Phys+Types=L-F.2026.06 | 2.84 | 11.87 | 0.87 | |
| Gideon2021Types=L-F.2026.06 | 2.95 | 4.6 | 0.97 | |
| PulseGANTypes=Sup.2026.06 | 3.36 | 5.11 | 0.95 | |
| TS-CANInput representation=VIDEO, Supervision type=Supervised2026.01 | 3.69 | 13.8 | 0.82 | |
| TS-CANVenue=NeurIPS’202026.04 | 3.69 | 13.8 | 0.82 | |
| TS-CANTypes=Sup.2026.06 | 3.69 | 13.8 | 0.82 | |
| Spiking-PhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 3.83 | — | 0.83 | |
| SiNCTypes=L-F.2026.06 | 4.02 | — | 0.86 | |
| CHROMInput representation=ROI, Supervision type=Un-supervised2026.01 | 4.06 | 8.83 | 0.89 | |
| CHROMVenue=TBE’132026.04 | 4.06 | 8.83 | 0.89 | |
| POSInput representation=ROI, Supervision type=Un-supervised2026.01 | 4.08 | 7.72 | 0.92 | |
| ICAVenue=Opt Express’102026.04 | 4.77 | 16.07 | 0.72 | |
| EfficientPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 5.47 | 17.04 | 0.71 | |
| EfficientPhysVenue=WACV’232026.04 | 5.47 | 17.04 | 0.71 | |
| EfficientPhysTypes=Sup.2026.06 | 5.47 | 17.04 | 0.71 | |
| DeepPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 5.54 | 18.51 | 0.66 | |
| DeepPhysVenue=ECCV’182026.04 | 5.54 | 18.51 | 0.66 | |
| DeepPhysTypes=Sup.2026.06 | 5.54 | 18.51 | 0.66 | |
| GreipTypes=Sup.2026.06 | 5.7 | 8.23 | 0.88 | |
| CHROMVenue=TBE’132026.04 | 5.77 | 14.93 | 0.81 | |
| NESTInput representation=STMAPS, Supervision type=Supervised2026.01 | 6.07 | 9.06 | 0.76 | |
| NESTTypes=Sup.2026.06 | 6.07 | 9.06 | 0.76 | |
| RhythmNetTypes=Sup.2026.06 | 7.39 | 10.49 | 0.77 | |
| PhysNetInput representation=VIDEO, Supervision type=Supervised2026.01 | 8.06 | 19.71 | 0.61 | |
| PhysNetTypes=Sup.2026.06 | 8.06 | 19.71 | 0.61 | |
| PhysNetVenue=BMVC’192026.04 | 9.36 | 20.63 | 0.62 | |
| GREENVenue=Opt Express’082026.04 | 10.09 | 23.85 | 0.34 | |
| Ma et al.Types=L-F.2026.06 | 11.45 | 24.78 | — | |
| PhysFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 12.92 | 24.36 | 0.47 | |
| PhysFormerVenue=CVPR’222026.04 | 12.92 | 24.36 | 0.47 | |
| PhysformerTypes=Sup.2026.06 | 12.92 | 24.36 | 0.47 | |
| rPPG-MAEInput representation=STMAPS, Supervision type=Self-supervised2026.01 | 13.55 | 20.27 | — | |
| rPPG-MAETypes=L-F.2026.06 | 13.55 | 20.27 | — | |
| Dual-TLInput representation=STMAPS, Supervision type=Supervised2026.01 | 14.12 | 23.47 | 0.23 | |
| ICAVenue=Opt Express’102026.04 | 16 | 25.65 | 0.44 | |
| GREENVenue=Opt Express’082026.04 | 19.73 | 21 | 0.37 |