Pulse Rate Estimation on MMPD
2.77MAEMeshPhys
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 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 | |
| RhythmMambaInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 3.16 | 7.27 | 0.84 | |
| PhysLLMMode=Intra-dataset testing2025.05 | 4.36 | 10.76 | 0.65 | |
| RhythmFormerMode=Intra-dataset testing2025.05 | 4.69 | 11.31 | 0.6 | |
| PhysNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.8 | 11.8 | 0.6 | |
| PhysNetMode=Intra-dataset testing2025.05 | 4.8 | 11.8 | 0.6 | |
| FacePhysTraining dataset=RLAP2025.12 | 5.3 | 10 | 0.76 | |
| FacePhysTraining dataset=PURE2025.12 | 8.45 | 13.1 | 0.61 | |
| EFFPhysTraining dataset=RLAP2025.12 | 9.18 | 13.7 | 0.56 | |
| RhyMambaTraining dataset=RLAP2025.12 | 9.62 | 14.9 | 0.47 | |
| TS-CANInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 9.71 | 17.22 | 0.44 | |
| TSCANTraining dataset=RLAP2025.12 | 10.2 | 15.2 | 0.47 | |
| RhyMambaTraining dataset=PURE2025.12 | 10.9 | 15.2 | 0.42 | |
| PhysNetTraining dataset=RLAP2025.12 | 11.2 | 16.4 | 0.42 | |
| PhysFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 11.99 | 18.41 | 0.18 | |
| PhysFormerMode=Intra-dataset testing2025.05 | 11.99 | 18.41 | 0.18 | |
| POSInput Representation=ROI, Supervision Type=Traditional2026.01 | 12.36 | 17.71 | 0.18 | |
| POSMode=Intra-dataset testing2025.05 | 12.36 | 17.71 | 0.18 | |
| PhysFormerTraining dataset=RLAP2025.12 | 12.8 | 18.9 | 0.28 | |
| PhysFormerTraining dataset=PURE2025.12 | 13 | 18.1 | 0.44 | |
| EfficientPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 13.47 | 21.32 | 0.21 | |
| EfficientPhysMode=Intra-dataset testing2025.05 | 13.47 | 21.32 | 0.21 | |
| CHROMInput Representation=ROI, Supervision Type=Traditional2026.01 | 13.66 | 18.76 | 0.08 | |
| CHROMMode=Intra-dataset testing2025.05 | 13.66 | 18.76 | 0.08 | |
| PhysNetTraining dataset=PURE2025.12 | 15.1 | 20.5 | 0.29 | |
| EFFPhysTraining dataset=PURE2025.12 | 17.6 | 23 | 0.26 | |
| TSCANTraining dataset=PURE2025.12 | 18.1 | 23.8 | 0.22 | |
| ICAMode=Intra-dataset testing2025.05 | 18.6 | 24.3 | 0.01 | |
| GreenMode=Intra-dataset testing2025.05 | 21.68 | 27.69 | -0.01 | |
| DeepPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 22.27 | 28.92 | -0.03 |