Pulse Rate Estimation on PURE to MMPD (test)
8.18MAE (BPM)MeshPhys
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MeshPhysInput representation=STGRAPH, Supervision type=Supervised2026.01 | 8.18 | 16.03 | 0.51 | — | |
| BeatFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 8.85 | 15.04 | 0.39 | — | |
| RhythmFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 8.98 | 14.85 | 0.51 | — | |
| FreqPhysVenue=-2026.04 | 10.11 | 14.34 | 0.48 | — | |
| StreamPPGType=frame-wise2026.06 | 10.42 | 17.59 | 0.33 | 11.41 | |
| RhythmMambaInput representation=VIDEO, Supervision type=Supervised2026.01 | 10.44 | 16.7 | 0.36 | — | |
| RhythmMambaVenue=AAAI’252026.04 | 10.44 | 16.7 | 0.36 | — | |
| RhythmMambaType=clip-wise2026.06 | 10.44 | 16.7 | 0.36 | 12.25 | |
| POSInput representation=ROI, Supervision type=Un-supervised2026.01 | 12.36 | 17.71 | 0.18 | — | |
| POSType=frame-wise2026.06 | 12.36 | 17.71 | 0.18 | 14.43 | |
| PhysNetInput representation=VIDEO, Supervision type=Supervised2026.01 | 13.22 | 19.61 | 0.23 | — | |
| PhysNetVenue=BMVC’192026.04 | 13.22 | 19.61 | 0.23 | — | |
| CHROMInput representation=ROI, Supervision type=Un-supervised2026.01 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBE’132026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMType=frame-wise2026.06 | 13.66 | 18.76 | 0.08 | 16 | |
| PhysNetType=clip-wise2026.06 | 13.93 | 20.29 | 0.17 | 15.61 | |
| TS-CANInput representation=VIDEO, Supervision type=Supervised2026.01 | 13.94 | 21.61 | 0.2 | — | |
| TS-CANVenue=NeurIPS’202026.04 | 13.94 | 21.61 | 0.2 | — | |
| TS-CANType=frame-wise2026.06 | 13.94 | 21.61 | 0.2 | 15.15 | |
| EfficientPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 14.03 | 21.62 | 0.17 | — | |
| EfficientPhysVenue=WACV’232026.04 | 14.03 | 21.62 | 0.17 | — | |
| EfficientPhysType=frame-wise2026.06 | 14.03 | 21.62 | 0.17 | 15.32 | |
| PhysFormerInput representation=VIDEO, Supervision type=Supervised2026.01 | 14.57 | 20.71 | 0.15 | — | |
| Spiking-PhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 14.57 | — | 0.14 | — | |
| PhysFormerVenue=CVPR’222026.04 | 14.57 | 20.71 | 0.15 | — | |
| PhysFormerType=clip-wise2026.06 | 14.57 | 20.71 | 0.15 | 16.73 | |
| Spiking-PhysType=clip-wise2026.06 | 14.57 | — | 0.14 | 16.55 | |
| DeepPhysInput representation=VIDEO, Supervision type=Supervised2026.01 | 16.92 | 24.61 | 0.05 | — | |
| DeepPhysVenue=ECCV’182026.04 | 16.92 | 24.61 | 0.05 | — | |
| DeepPhysType=frame-wise2026.06 | 16.92 | 24.61 | 0.05 | 18.54 | |
| LGIType=frame-wise2026.06 | 17.08 | 23.32 | 0.04 | 18.98 | |
| OMITType=frame-wise2026.06 | 17.18 | 23.07 | 0.07 | 19.23 | |
| PBVType=frame-wise2026.06 | 17.95 | 23.58 | 0.09 | 20.18 | |
| ICAVenue=Opt Express’102026.04 | 18.06 | 24.3 | 0.01 | — | |
| ICAType=frame-wise2026.06 | 18.6 | 24.3 | 0.01 | 20.88 | |
| GREENVenue=Opt Express’082026.04 | 21.68 | 27.69 | -0.01 | — | |
| GreenType=frame-wise2026.06 | 21.68 | 27.69 | -0.01 | 24.39 |