Heart Rate estimation on MMSE-HR
1.11MAE (BPM)ContrastPhys-100
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ContrastPhys-100Type=Model-Based Unsupervised2026.04 | 1.11 | 3.83 | 0.96 | — | |
| ContrastPhys-0Type=Data-Driven Unsupervised2026.04 | 1.82 | 6.69 | 0.96 | — | |
| RIS-iPPGType=Data-Driver, Supervised2026.04 | 1.97 | 3.73 | 0.97 | — | |
| InverseCANType=Model-Based Unsupervised2026.04 | 2.27 | 4.9 | — | — | |
| Hyb.-CANTime (ms)=262020.06 | 2.55 | 4.16 | 0.96 | 5.47 | |
| Hybrid-CANLatency (ms)=262020.06 | 2.55 | 4.16 | 0.96 | 5.47 | |
| 3D-CANTime (ms)=482020.06 | 2.78 | 5.08 | 0.94 | 4.73 | |
| 3D-CANLatency (ms)=482020.06 | 2.78 | 5.08 | 0.94 | 4.73 | |
| PhysformerType=Model-Based Unsupervised2026.04 | 2.84 | 5.36 | — | — | |
| EfficientPhys-CType=Model-Based Unsupervised2026.04 | 2.91 | 5.43 | 0.86 | — | |
| FederatedType=Model-Based Unsupervised2026.04 | 2.99 | — | 0.79 | — | |
| MTTS-CANTime (ms)=62020.06 | 3 | 5.66 | 0.92 | 2.37 | |
| MTTS-CANLatency (ms)=62020.06 | 3 | 5.66 | 0.92 | 2.37 | |
| TS-CANTime (ms)=122020.06 | 3.41 | 7.82 | 0.84 | 2.92 | |
| TS-CANLatency (ms)=122020.06 | 3.41 | 7.82 | 0.84 | 2.92 | |
| MT-Hyb.-CANTime (ms)=132020.06 | 3.43 | 6.98 | 0.88 | 4.7 | |
| MT-Hybrid-CANLatency (ms)=132020.06 | 3.43 | 6.98 | 0.88 | 4.7 | |
| MT-3D-CANTime (ms)=242020.06 | 3.7 | 7.85 | 0.84 | 2.21 | |
| CHROM2020.06 | 3.74 | 8.11 | 0.82 | 1.9 | |
| CHROMType=Model-Based Unsupervised2026.04 | 3.74 | 8.11 | 0.55 | — | |
| POS2020.06 | 3.9 | 9.61 | 0.78 | 2.33 | |
| POSType=Model-Based Unsupervised2026.04 | 3.9 | 9.61 | — | — | |
| GideonType=Data-Driven Unsupervised2026.04 | 3.98 | 9.65 | 0.85 | — | |
| CANType=Model-Based Unsupervised2026.04 | 4.06 | 9.51 | — | — | |
| AutoSparsePPGType=Model-Based Unsupervised2026.04 | 4.55 | 14.42 | — | — | |
| 2D-CANTime (ms)=202020.06 | 4.72 | 8.68 | 0.82 | 2.06 | |
| 2D-CANLatency (ms)=202020.06 | 4.72 | 8.68 | 0.82 | 2.06 | |
| MT-2D-CANTime (ms)=102020.06 | 5.14 | 10.3 | 0.73 | 1.83 | |
| ICA2020.06 | 5.44 | 12 | 0.66 | 3.03 | |
| ICAType=Model-Based Unsupervised2026.04 | 5.44 | 12 | — | — | |
| CVDType=Model-Based Unsupervised2026.04 | — | 6.04 | 0.84 | — |