Heart Rate Estimation on UBFC-rPPG
-4.49MAE (BPM)P-Hybrid
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| P-HybridCompression=YUV2026.06 | -4.49 | — | — | — | |
| P-HybridCompression=H.265, GOP=intra2026.06 | -4.01 | — | — | — | |
| P-HybridCompression=None2026.06 | -3.94 | — | — | — | |
| PAvgBPCompression=H.265, GOP=GOP152026.06 | -3.22 | — | — | — | |
| P-HybridCompression=H.264, GOP=GOP152026.06 | -2.86 | — | — | — | |
| P-SpTmpCompression=H.265, GOP=intra2026.06 | -2.15 | — | — | — | |
| P-HybridCompression=H.264, GOP=intra2026.06 | -2.04 | — | — | — | |
| PAvgBPCompression=H.264, GOP=GOP152026.06 | -1.81 | — | — | — | |
| P-HybridCompression=JPEG, Quality=502026.06 | -1.26 | — | — | — | |
| P-HybridCompression=JPEG, Quality=302026.06 | -1.12 | — | — | — | |
| P-MotAdpCompression=H.265, GOP=GOP152026.06 | -0.78 | — | — | — | |
| P-CdcRbCompression=H.265, GOP=intra2026.06 | -0.05 | — | — | — | |
| P-HybridCompression=H.265, GOP=GOP152026.06 | 0.01 | — | — | — | |
| PHASE-NetVenue=CVPR’262026.04 | 0.15 | 0.53 | 0.99 | — | |
| FreqPhysVenue=-2026.04 | 0.17 | 0.41 | 1 | — | |
| Contrast-Phys+Mode=Intra-dataset testing2025.05 | 0.21 | 0.8 | 0.99 | — | |
| PhysLLMMode=Intra-dataset testing2025.05 | 0.21 | 0.57 | 0.99 | — | |
| Contrast-Phys+Venue=TPAMI’242026.04 | 0.21 | 0.8 | 0.99 | — | |
| CodePhysVenue=JBHI’252026.04 | 0.21 | 0.26 | 0.99 | — | |
| PhysLLMVenue=ICLR’262026.04 | 0.21 | 0.57 | 0.99 | — | |
| RhythmJEPAVenue=—2026.06 | 0.21 | 0.34 | 1 | 0.24 | |
| PhysDiffVenue=AAAI’252026.04 | 0.33 | 0.57 | 1 | — | |
| P-CdcRbCompression=None2026.06 | 0.33 | — | — | — | |
| P-MotAdpCompression=H.264, GOP=GOP152026.06 | 0.4 | — | — | — | |
| P-CdcRbCompression=YUV2026.06 | 0.4 | — | — | — | |
| Dual-GANVenue=CVPR’212026.04 | 0.44 | 0.67 | 0.99 | — | |
| DualGANType=Model-Based Unsupervised2026.04 | 0.44 | 0.67 | 0.99 | — | |
| RIS-iPPGType=Data-Driver, Supervised2026.04 | 0.47 | 0.8 | 0.98 | — | |
| Li et al.2026.03 | 0.48 | 0.64 | 0.99 | — | |
| Li et al.Venue=ICCV’232026.04 | 0.48 | 0.64 | 1 | — | |
| P-SpTmpCompression=H.264, GOP=intra2026.06 | 0.48 | — | — | — | |
| RhythmFormerMode=Intra-dataset testing2025.05 | 0.5 | 0.78 | 0.99 | — | |
| Ours2026.03 | 0.5 | 0.86 | 0.99 | — | |
| PhysFormerVenue=CVPR’222026.04 | 0.5 | 0.71 | 0.99 | — | |
| RhythmMambaVenue=AAAI’252026.04 | 0.5 | 0.75 | 0.99 | — | |
| ContrastPhys-100Type=Model-Based Unsupervised2026.04 | 0.5 | 0.84 | 0.99 | — | |
| LSTSVenue=TCSVT'252026.06 | 0.51 | 1.27 | 0.99 | 0.55 | |
| RhythmMambaVenue=AAAI'252026.06 | 0.54 | 0.79 | 0.99 | 0.54 | |
| FreqPhysVenue=-2026.04 | 0.57 | 1.29 | 0.99 | — | |
| Yue et.al.2026.03 | 0.58 | 0.84 | 0.99 | — | |
| Yue et al.Venue=TPAMI’232026.04 | 0.58 | 0.94 | 0.99 | — | |
| P-MotAdpCompression=None2026.06 | 0.58 | — | — | — | |
| SiNC2026.03 | 0.59 | 0.83 | 0.99 | — | |
| RS+rPPG2026.03 | 0.62 | 0.99 | 0.99 | — | |
| Contrast-PhysVenue=ECCV’222026.04 | 0.64 | 1 | 0.99 | — | |
| Contrast-Phys+Venue=TPAMI'242026.06 | 0.64 | 1 | 0.99 | 0.87 | |
| P-CdcRbCompression=H.264, GOP=GOP152026.06 | 0.66 | — | — | — | |
| P-MotAdpCompression=H.265, GOP=intra2026.06 | 0.68 | — | — | — | |
| P-CdcRbCompression=H.264, GOP=intra2026.06 | 0.7 | — | — | — | |
| EfficientPhysVenue=WACV'232026.06 | 0.73 | 2.53 | 0.97 | 0.83 | |
| P-SpTmpCompression=H.265, GOP=GOP152026.06 | 0.76 | — | — | — | |
| DeepPhysVenue=ECCV'182026.06 | 0.76 | 1.09 | 0.99 | 0.79 | |
| RhythmFormerVenue=PR'252026.06 | 0.81 | 1.12 | 0.99 | 0.8 | |
| P-SpTmpCompression=None2026.06 | 0.84 | — | — | — | |
| PhysFormerMode=Intra-dataset testing2025.05 | 0.92 | 2.46 | 0.99 | — | |
| P-CdcRbCompression=H.265, GOP=GOP152026.06 | 0.98 | — | — | — | |
| Contrast-phys2026.03 | 1 | 1.4 | 0.99 | — | |
| P-SpTmpCompression=H.264, GOP=GOP152026.06 | 1.04 | — | — | — | |
| P-MotAdpCompression=H.264, GOP=intra2026.06 | 1.05 | — | — | — | |
| P-CdcRbCompression=JPEG, Quality=302026.06 | 1.08 | — | — | — | |
| P-CdcRbCompression=JPEG, Quality=502026.06 | 1.13 | — | — | — | |
| EfficientPhysVenue=WACV’232026.04 | 1.14 | 1.81 | 0.99 | — | |
| PAvgBPCompression=None2026.06 | 1.15 | — | — | — | |
| PulseGANType=Model-Based Unsupervised2026.04 | 1.19 | 2.19 | 0.98 | — | |
| TS-CANVenue=NeurIPS'202026.06 | 1.24 | 2.79 | 0.96 | 1.35 | |
| PAvgBPCompression=H.265, GOP=intra2026.06 | 1.26 | — | — | — | |
| P-SpTmpCompression=JPEG, Quality=302026.06 | 1.26 | — | — | — | |
| P-MotAdpCompression=JPEG, Quality=302026.06 | 1.29 | — | — | — | |
| EfficientPhysMode=Intra-dataset testing2025.05 | 1.41 | 1.81 | 0.99 | — | |
| PAvgBPCompression=H.264, GOP=intra2026.06 | 1.51 | — | — | — | |
| TS-CANVenue=NeurIPS’202026.04 | 1.7 | 2.72 | 0.99 | — | |
| P-MotAdpCompression=JPEG, Quality=502026.06 | 1.78 | — | — | — | |
| Gideon et al.Venue=ICCV’212026.04 | 1.85 | 4.28 | 0.93 | — | |
| PAvgBPCompression=YUV2026.06 | 1.96 | — | — | — | |
| FederatedType=Model-Based Unsupervised2026.04 | 2 | 4.38 | 0.93 | — | |
| P-SpTmpCompression=JPEG, Quality=502026.06 | 2.14 | — | — | — | |
| CVDVenue=ECCV’202026.04 | 2.19 | 3.12 | 0.99 | — | |
| CVDType=Model-Based Unsupervised2026.04 | 2.19 | 3.12 | 0.99 | — | |
| P-SpTmpCompression=YUV2026.06 | 2.21 | — | — | — | |
| PhysNetVenue=BMVC'192026.06 | 2.25 | 4.81 | 0.94 | 2.37 | |
| Gideon et al.2026.03 | 2.3 | 2.9 | 0.99 | — | |
| PhysFormerVenue=CVPR'222026.06 | 2.34 | 5.55 | 0.97 | 2.6 | |
| CHROMVenue=TBE’132026.04 | 2.37 | 4.91 | 0.89 | — | |
| CHROMType=Model-Based Unsupervised2026.04 | 2.37 | 4.91 | 0.89 | — | |
| P-MotAdpCompression=YUV2026.06 | 2.53 | — | — | — | |
| PhysNetMode=Intra-dataset testing2025.05 | 2.95 | 3.67 | 0.97 | — | |
| PhysNetVenue=BMVC’192026.04 | 2.95 | 3.67 | 0.97 | — | |
| PAvgBPCompression=JPEG, Quality=502026.06 | 3.05 | — | — | — | |
| GideonType=Data-Driven Unsupervised2026.04 | 3.6 | 4.6 | 0.95 | — | |
| POSType=Model-Based Unsupervised2026.04 | 4.05 | 8.75 | 0.78 | — | |
| CHROMMode=Intra-dataset testing2025.05 | 4.06 | 8.83 | 0.89 | — | |
| CHROMVenue=TBME'132026.06 | 4.06 | 8.83 | 0.89 | 3.34 | |
| PAvgBPCompression=JPEG, Quality=302026.06 | 4.07 | — | — | — | |
| POSMode=Intra-dataset testing2025.05 | 4.08 | 7.72 | 0.92 | — | |
| POSVenue=TBME'172026.06 | 4.08 | 7.72 | 0.92 | 3.93 | |
| P-HybridCompression=MPEG-4, Bitrate=200k2026.06 | 4.87 | — | — | — | |
| P-HybridCompression=MPEG-4, Bitrate=500k2026.06 | 5.14 | — | — | — | |
| ICAVenue=Opt Express’102026.04 | 5.17 | 11.76 | 0.65 | — | |
| LGIVenue=CVPRW'182026.06 | 5.39 | 15.09 | 0.81 | 11.08 | |
| P-HybridCompression=MPEG-4, Bitrate=85k2026.06 | 5.41 | — | — | — |