Pulse Rate Estimation on PURE to UBFC-rPPG (test)
0.18MAE (BPM)MeshPhys
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MeshPhysInput representation=STGRAPH, Supervision type=Supervised2026.01 | 0.18 | 0.28 | 1 | — | |
| LQ-rPPG2026.05 | 0.34 | 0.65 | 0.99 | 0.49 | |
| LST-rPPGresults_excerpted_from_original_paper=true2026.05 | 0.49 | 1.19 | 0.99 | — | |
| Dual-GANInput representation=STMAPS, Supervision type=Supervised2026.01 | 0.74 | 1.02 | 1 | — | |
| RhythmFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 0.89 | 1.83 | 0.99 | — | |
| Style-rPPGresults_excerpted_from_original_paper=true2026.05 | 0.91 | 1.31 | 0.99 | — | |
| RhythmMambaInput representation=VIDEO, Supervision type=Supervised2026.01 | 0.95 | 1.83 | 0.99 | — | |
| RhythmFormer2026.05 | 0.97 | 3.36 | 0.99 | 1.6 | |
| PhysNetInput representation=VIDEO, Supervision type=Supervised2026.01 | 0.98 | 2.48 | 0.99 | — | |
| DeepPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 1.21 | 2.9 | 0.99 | — | |
| rPPG-MAEInput representation=STMAPS, Supervision type=Self-supervised2026.01 | 1.28 | 2.75 | — | — | |
| TS-CANInput representation=VIDEO, Supervision type=Supervised2026.01 | 1.3 | 2.87 | 0.99 | — | |
| PhysFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 1.44 | 3.77 | 0.98 | — | |
| Dual-GAN2026.05 | 1.81 | 2.97 | 0.99 | — | |
| RhythmMamba2026.05 | 1.98 | 6.51 | 0.96 | 3.59 | |
| EfficientPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 2.07 | 6.32 | 0.94 | — | |
| Spiking-PhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 2.8 | — | 0.95 | — | |
| POSInput representation=ROI, Supervision type=Un-supervised2026.01 | 3.67 | 11.82 | 0.88 | — | |
| TS-CAN2026.05 | 3.69 | 13.8 | 0.82 | 3.39 | |
| Spiking-Phys2026.05 | 3.83 | — | 0.83 | 5.7 | |
| Meta-rPPG2026.05 | 4 | 5.98 | 0.92 | — | |
| EfficientPhys2026.05 | 5.47 | 17.04 | 0.71 | 5.4 | |
| DeepPhys2026.05 | 5.54 | 18.51 | 0.66 | 5.32 | |
| CHROMInput representation=ROI, Supervision type=Un-supervised2026.01 | 5.77 | 14.93 | 0.81 | — | |
| PhysNet2026.05 | 8.06 | 19.71 | 0.61 | 13.67 | |
| PhysFormer2026.05 | 12.92 | 24.36 | 0.47 | 23.92 |