Pulse Rate Estimation on UBFC-rPPG Intra-dataset
0.15MAE (BPM)MeshPhys
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MeshPhysInput Representation=STGRAPH, Supervision Type=Supervised2026.01 | 0.15 | 0.25 | 1 | |
| MeshPhysInput Representation=STGRAPH, Supervision Type=Supervised2026.01 | 0.15 | 0.25 | 1 | |
| Dual-TLInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 0.17 | 0.41 | 0.99 | |
| rPPG-MAEInput Representation=STMAPS, Supervision Type=Self-supervised2026.01 | 0.17 | 0.21 | 0.99 | |
| Dual-TLInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 0.17 | 0.41 | 0.99 | |
| rPPG-MAEInput Representation=STMAPS, Supervision Type=Self-supervised2026.01 | 0.17 | 0.21 | 0.99 | |
| CodePhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.21 | 0.26 | 0.99 | |
| CodePhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.21 | 0.26 | 0.99 | |
| Contrast-Phys+2025.06 | 0.21 | 0.8 | 0.99 | |
| Periodic-MAE2025.06 | 0.27 | 0.49 | 0.99 | |
| Dual-GANInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 0.44 | 0.67 | 0.99 | |
| Dual-GANInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 0.44 | 0.67 | 0.99 | |
| Dual-GAN2025.06 | 0.44 | 0.67 | 0.99 | |
| STGNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.45 | 0.58 | 0.99 | |
| STGNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.45 | 0.58 | 0.99 | |
| Siamese2025.06 | 0.48 | 0.97 | — | |
| PhysFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.5 | 0.71 | 0.99 | |
| RhythmFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.5 | 0.78 | 0.99 | |
| RhythmMambaInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.5 | 0.75 | 0.99 | |
| PhysFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.5 | 0.71 | 0.99 | |
| RhythmFormerInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.5 | 0.78 | 0.99 | |
| RhythmMambaInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 0.5 | 0.75 | 0.99 | |
| PhysFormer2025.06 | 0.5 | 0.71 | 0.99 | |
| RhythmFormer2025.06 | 0.5 | 0.78 | 0.99 | |
| LSTC-rPPG2025.06 | 0.7 | 1 | 0.99 | |
| Li et al.2025.06 | 0.76 | 1.62 | — | |
| EfficientPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 1.14 | 1.81 | 0.99 | |
| EfficientPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 1.14 | 1.81 | 0.99 | |
| EfficientPhys2025.06 | 1.14 | 1.81 | 0.99 | |
| RhythmNetInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 1.19 | 2.1 | 0.98 | |
| RhythmNetInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 1.19 | 2.1 | 0.98 | |
| TS-CANInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 1.7 | 2.72 | 0.99 | |
| TS-CANInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 1.7 | 2.72 | 0.99 | |
| TS-CAN2025.06 | 1.7 | 2.72 | 0.99 | |
| CVDInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 2.19 | 3.12 | 0.99 | |
| CVDInput Representation=STMAPS, Supervision Type=Supervised2026.01 | 2.19 | 3.12 | 0.99 | |
| TDM2025.06 | 2.32 | 3.08 | 0.99 | |
| PhysNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 2.95 | 3.67 | 0.97 | |
| PhysNetInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 2.95 | 3.67 | 0.97 | |
| PhysNet2025.06 | 2.95 | 3.67 | 0.97 | |
| CHROMInput Representation=ROI, Supervision Type=Traditional2026.01 | 4.06 | 8.83 | 0.89 | |
| CHROMInput Representation=ROI, Supervision Type=Traditional2026.01 | 4.06 | 8.83 | 0.89 | |
| POSInput Representation=ROI, Supervision Type=Traditional2026.01 | 4.08 | 7.72 | 0.92 | |
| POSInput Representation=ROI, Supervision Type=Traditional2026.01 | 4.08 | 7.72 | 0.92 | |
| PhysGCNInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.64 | 7.37 | 0.87 | |
| PhysGCNInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 4.64 | 7.37 | 0.87 | |
| DeepPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 6.27 | 10.82 | 0.65 | |
| DeepPhysInput Representation=VIDEO, Supervision Type=Supervised2026.01 | 6.27 | 10.82 | 0.65 | |
| DeepPhys2025.06 | 6.27 | 10.82 | 0.65 |