Respiratory Rate Estimation on COHFACE
1.2MAEGT MAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GT MAEFusion Input Subset=ALL2025.12 | 1.2 | 0.91 | — | |
| GT MAEFusion Input Subset=DLM2025.12 | 1.48 | 0.84 | — | |
| GT MAEFusion Input Subset=NLM2025.12 | 1.92 | 0.74 | — | |
| ELITE-RRrPPG extraction technique=skin-tone-aware2026.06 | 2.31 | 0.39 | 3.12 | |
| GT-SMMFusion Input Subset=DLM2025.12 | 3.52 | 0.02 | — | |
| GT-SMMFusion Input Subset=ALL2025.12 | 3.55 | 0.01 | — | |
| Trainset-SMMFusion Input Subset=ALL2025.12 | 3.58 | -0.01 | — | |
| Trainset-SMMFusion Input Subset=DLM2025.12 | 3.58 | 0.01 | — | |
| [10]rPPG extraction technique=skin-tone-aware2026.06 | 3.71 | 0.36 | 4.65 | |
| GT-SMMFusion Input Subset=NLM2025.12 | 3.72 | -0.01 | — | |
| MLPFusion Input Subset=DLM2025.12 | 3.78 | 0.02 | — | |
| LGBMFusion Input Subset=DLM2025.12 | 3.8 | 0.02 | — | |
| [23]rPPG extraction technique=skin-tone-aware2026.06 | 3.86 | 0.17 | 5.8 | |
| MLPFusion Input Subset=ALL2025.12 | 3.91 | 0.01 | — | |
| BaselineFusion Input Subset=ALL2025.12 | 3.93 | 0.05 | — | |
| BaselineFusion Input Subset=DLM2025.12 | 3.93 | 0 | — | |
| Trainset-SMMFusion Input Subset=NLM2025.12 | 3.93 | -0.02 | — | |
| XGBCFusion Input Subset=DLM2025.12 | 3.93 | 0.01 | — | |
| [9]rPPG extraction technique=skin-tone-aware2026.06 | 3.99 | 0.15 | 4.56 | |
| FMMFusion Input Subset=DLM2025.12 | 4.01 | 0.01 | — | |
| LGBMFusion Input Subset=ALL2025.12 | 4.14 | 0 | — | |
| ExtraTreesFusion Input Subset=DLM2025.12 | 4.15 | 0.01 | — | |
| MLPFusion Input Subset=NLM2025.12 | 4.23 | -0.01 | — | |
| LGBMFusion Input Subset=NLM2025.12 | 4.27 | -0.02 | — | |
| FMMFusion Input Subset=ALL2025.12 | 4.28 | -0.02 | — | |
| XGBCFusion Input Subset=NLM2025.12 | 4.36 | 0.01 | — | |
| XGBCFusion Input Subset=ALL2025.12 | 4.4 | -0.01 | — | |
| BaselineFusion Input Subset=NLM2025.12 | 4.41 | 0.01 | — | |
| [9]rPPG extraction technique=original2026.06 | 4.41 | 0.13 | 5.29 | |
| [12]rPPG extraction technique=skin-tone-aware2026.06 | 4.45 | 0.17 | 5.67 | |
| [10]rPPG extraction technique=original2026.06 | 4.57 | 0.35 | 5.51 | |
| FMMFusion Input Subset=NLM2025.12 | 4.63 | -0.02 | — | |
| ExtraTreesFusion Input Subset=ALL2025.12 | 4.63 | 0 | — | |
| ExtraTreesFusion Input Subset=NLM2025.12 | 4.82 | -0.02 | — | |
| [23]rPPG extraction technique=original2026.06 | 5.24 | 0.13 | 6.18 | |
| [12]rPPG extraction technique=original2026.06 | 6.71 | 0.15 | 7.53 | |
| [8]rPPG extraction technique=skin-tone-aware2026.06 | 7.25 | 0.19 | 8.75 | |
| [8]rPPG extraction technique=original2026.06 | 9.85 | 0.16 | 10.88 |