Heart Rate Estimation on MMPD
3.16MAERhythmMamba
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RhythmMambaVenue=AAAI’252026.04 | 3.16 | 7.27 | 0.84 | — | |
| RhythmJEPAVenue=—2026.06 | 3.92 | 9.15 | 0.76 | 4.07 | |
| RhythmMambaVenue=AAAI'252026.06 | 4.12 | 9.9 | 0.74 | 4.96 | |
| FreqPhysVenue=-2026.04 | 4.2 | 6.78 | 0.86 | — | |
| PhysLLMVenue=ICLR’262026.04 | 4.36 | 10.76 | 0.65 | — | |
| PHASE-NetVenue=CVPR’262026.04 | 4.78 | 8.22 | 0.71 | — | |
| PhysNetVenue=BMVC’192026.04 | 4.8 | 11.8 | 0.6 | — | |
| LSTSVenue=TCSVT'252026.06 | 4.8 | 10.46 | 0.69 | 5.8 | |
| PhysNetVenue=BMVC'192026.06 | 4.81 | 11.83 | 0.6 | 4.84 | |
| RhythmFormerVenue=PR'252026.06 | 6.74 | 11.92 | 0.71 | 6.93 | |
| PhysDiffVenue=AAAI’252026.04 | 7.17 | 9.63 | 0.71 | — | |
| TS-CANVenue=NeurIPS'202026.06 | 8.97 | 16.58 | 0.44 | 9.43 | |
| FreqPhysVenue=-, Training Sources=P+U -> M2026.04 | 9.27 | 14.91 | 0.5 | — | |
| TS-CANVenue=NeurIPS’202026.04 | 9.71 | 17.22 | 0.44 | — | |
| PHASE-NetVenue=CVPR’26, Training Sources=P+U -> M2026.04 | 9.76 | 16.07 | 0.39 | — | |
| FreqPhysVenue=-, Training Sources=U+B -> M2026.04 | 10.2 | 14.61 | 0.47 | — | |
| FreqPhysVenue=-2026.04 | 10.23 | 15.14 | 0.44 | — | |
| FreqPhysVenue=-, Training Sources=Average2026.04 | 10.26 | 15.04 | 0.45 | — | |
| PHASE-NetVenue=CVPR’262026.04 | 10.33 | 16.2 | 0.4 | — | |
| RhythmFormerVenue=PR’25, Training Sources=P+U -> M2026.04 | 10.5 | 16.72 | 0.28 | — | |
| PHASE-NetVenue=CVPR’26, Training Sources=Average2026.04 | 10.99 | 16.5 | 0.28 | — | |
| PhysNetVenue=BMVC’19, Training Sources=P+U -> M2026.04 | 11 | 17.3 | 0.28 | — | |
| FreqPhysVenue=-, Training Sources=P+B -> M2026.04 | 11.3 | 15.6 | 0.38 | — | |
| PHASE-NetVenue=CVPR’26, Training Sources=P+B -> M2026.04 | 11.38 | 15.96 | 0.3 | — | |
| PhysFormerVenue=CVPR’22, Training Sources=P+U -> M2026.04 | 11.4 | 17.5 | 0.23 | — | |
| EfficientPhysVenue=WACV’23, Training Sources=P+U -> M2026.04 | 11.8 | 18.9 | 0.22 | — | |
| PHASE-NetVenue=CVPR’26, Training Sources=U+B -> M2026.04 | 11.84 | 17.47 | 0.15 | — | |
| EfficientPhysVenue=WACV’23, Training Sources=P+B -> M2026.04 | 11.9 | 18.5 | 0.21 | — | |
| PhysFormerVenue=CVPR’222026.04 | 11.99 | 18.41 | 0.18 | — | |
| RhythmFormerVenue=PR’25, Training Sources=Average2026.04 | 12.35 | 17.88 | 0.18 | — | |
| POSVenue=TBE’16, Training Sources=P+U -> M2026.04 | 12.36 | 17.71 | 0.18 | — | |
| POSVenue=TBE’16, Training Sources=P+B -> M2026.04 | 12.36 | 17.71 | 0.18 | — | |
| POSVenue=TBE’16, Training Sources=U+B -> M2026.04 | 12.36 | 17.71 | 0.18 | — | |
| POSVenue=TBE’16, Training Sources=Average2026.04 | 12.36 | 17.71 | 0.18 | — | |
| POSVenue=TBE’162026.04 | 12.36 | 17.71 | 0.18 | — | |
| RhythmFormerVenue=PR’25, Training Sources=U+B -> M2026.04 | 12.57 | 17.45 | 0.15 | — | |
| PhysNetVenue=BMVC’19, Training Sources=Average2026.04 | 12.57 | 17 | 0.2 | — | |
| EfficientPhysVenue=WACV'232026.06 | 12.79 | 21.12 | 0.24 | 13.48 | |
| PhysFormerVenue=CVPR’22, Training Sources=Average2026.04 | 12.83 | 17.53 | 0.19 | — | |
| EfficientPhysVenue=WACV’232026.04 | 12.87 | 18.8 | 0.19 | — | |
| EfficientPhysVenue=WACV’23, Training Sources=Average2026.04 | 13.07 | 19.4 | 0.15 | — | |
| PhysNetVenue=BMVC’19, Training Sources=P+B -> M2026.04 | 13.2 | 16.7 | 0.23 | — | |
| PhysFormerVenue=CVPR’22, Training Sources=U+B -> M2026.04 | 13.2 | 16.5 | 0.12 | — | |
| PhysNetVenue=BMVC’192026.04 | 13.37 | 16.64 | 0.29 | — | |
| EfficientPhysVenue=WACV’232026.04 | 13.47 | 21.32 | 0.21 | — | |
| PhysNetVenue=BMVC’19, Training Sources=U+B -> M2026.04 | 13.5 | 17 | 0.09 | — | |
| PhysFormerVenue=CVPR'222026.06 | 13.64 | 19.39 | 0.15 | 14.42 | |
| CHROMVenue=TBE’132026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBE’13, Training Sources=P+U -> M2026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBE’13, Training Sources=P+B -> M2026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBE’13, Training Sources=U+B -> M2026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBE’13, Training Sources=Average2026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBE’132026.04 | 13.66 | 18.76 | 0.08 | — | |
| CHROMVenue=TBME'132026.06 | 13.73 | 18.88 | 0.15 | 16.95 | |
| POS & AGROISignal Processing=BGSD2026.04 | 13.79 | — | — | 15.62 | |
| PhysFormerVenue=CVPR’22, Training Sources=P+B -> M2026.04 | 13.9 | 18.6 | 0.21 | — | |
| PhysFormerVenue=CVPR’222026.04 | 13.9 | 19.3 | 0.06 | — | |
| RhythmFormerVenue=PR’25, Training Sources=P+B -> M2026.04 | 13.98 | 19.46 | 0.12 | — | |
| POS & AGROISignal Processing=BP2026.04 | 15.45 | — | — | 17.56 | |
| EfficientPhysVenue=WACV’23, Training Sources=U+B -> M2026.04 | 15.5 | 20.8 | 0.03 | — | |
| POSVenue=TBME'172026.06 | 15.61 | 21.4 | 0.14 | 18.28 | |
| Contrast-Phys+Venue=TPAMI'242026.06 | 15.77 | 22.88 | -0.64 | 18.65 | |
| RhythmFormerVenue=PR’252026.04 | 16.14 | 20.5 | -0.11 | — | |
| POS & SROISignal Processing=BP2026.04 | 16.16 | — | — | 18.06 | |
| LGIVenue=CVPRW'182026.06 | 16.63 | 23.06 | 0.11 | 18.77 | |
| OMIT & AGROISignal Processing=BGSD2026.04 | 16.72 | — | — | 18.54 | |
| OMIT & AGROISignal Processing=BP2026.04 | 17.66 | — | — | 18.79 | |
| OMIT & SROISignal Processing=BP2026.04 | 17.97 | — | — | 19.32 | |
| ICAVenue=Opt Express’102026.04 | 18.6 | 24.3 | 0.01 | — | |
| PBV & AGROISignal Processing=BGSD2026.04 | 18.94 | — | — | 21.59 | |
| PBV & AGROISignal Processing=BP2026.04 | 19.87 | — | — | 21.73 | |
| PBV & SROISignal Processing=BP2026.04 | 20.4 | — | — | 22.35 | |
| GREENVenue=Opt Express’082026.04 | 21.68 | 27.69 | -0.01 | — | |
| GREENVenue=Opt Express’08, Training Sources=P+U -> M2026.04 | 21.68 | 27.69 | -0.01 | — | |
| GREENVenue=Opt Express’08, Training Sources=P+B -> M2026.04 | 21.68 | 27.69 | -0.01 | — | |
| GREENVenue=Opt Express’08, Training Sources=U+B -> M2026.04 | 21.68 | 27.69 | -0.01 | — | |
| GREENVenue=Opt Express’08, Training Sources=Average2026.04 | 21.68 | 27.69 | -0.01 | — | |
| GREENVenue=Opt Express’082026.04 | 21.68 | 27.69 | -0.01 | — | |
| DeepPhysVenue=ECCV’182026.04 | 22.27 | 28.92 | -0.03 | — | |
| DeepPhysVenue=ECCV'182026.06 | 23.73 | 28.25 | -0.06 | 25.63 |