Pulse Rate Estimation on MMPD Intra-dataset
1.02MAE (BPM)Periodic-MAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Periodic-MAE2025.06 | 1.02 | 3.78 | 0.96 | |
| MeshPhysInput Representation=STGRAPH, Supervision Type=Supervised2026.01 | 2.77 | 7.5 | 0.85 | |
| RhythmFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 3.07 | 6.81 | 0.86 | |
| RhythmFormer2025.06 | 3.07 | 6.81 | 0.86 | |
| RhythmMambaInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 3.16 | 7.27 | 0.84 | |
| PhysNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.8 | 11.8 | 0.6 | |
| PhysNet2025.06 | 4.8 | 11.8 | 0.6 | |
| TS-CANInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 9.71 | 17.22 | 0.44 | |
| TS-CAN2025.06 | 9.71 | 17.22 | 0.44 | |
| PhysFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 11.99 | 18.41 | 0.18 | |
| PhysFormer2025.06 | 11.99 | 18.41 | 0.18 | |
| POSInput Representation=ROI, Supervision Type=Traditional2026.01 | 12.36 | 17.71 | 0.18 | |
| EfficientPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 13.47 | 21.32 | 0.21 | |
| EfficientPhys2025.06 | 13.47 | 21.32 | 0.21 | |
| CHROMInput Representation=ROI, Supervision Type=Traditional2026.01 | 13.66 | 18.76 | 0.08 | |
| DeepPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 22.27 | 28.92 | -0.03 | |
| DeepPhys2025.06 | 22.27 | 28.92 | -0.03 |