Photoplethysmography Ppg Heart Rate 1
Metriken
MAE
MAPE (%)
Pearson Correlation
RMSE
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Modellname | MAE | MAPE (%) | Pearson Correlation | RMSE | Paper Title | Repository |
|---|---|---|---|---|---|---|
| Beam AI SDK | 0.65 | 0.77% | 0.99 | 1.98 | Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices | - |
| CHROM | 3.10 | 3.83% | 0.93 | 6.84 | Robust Pulse Rate From Chrominance-Based rPPG | - |
| EfficientPhys-C | 1.14 | 1.16% | 0.99 | 1.81 | EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement | - |
| DRNet | 0.42 | - | 0.998 | 0.64 | DRNet: Decomposition and Reconstruction Network for Remote Physiological Measurement | |
| TS-CAN | - | - | - | 2.72 | Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement | |
| EfficientPhys-T1 | 2.08 | 2.53% | 0.96 | 4.91 | EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement | - |
| ICA | 4.39 | 4.30% | 0.82 | 11.60 | Advancements in Noncontact, Multiparameter Physiological Measurements Using a Webcam | - |
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