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Heart Rate Estimation On Ppg Dalia

Metrics

MAE [bpm, session-wise]

Results

Performance results of various models on this benchmark

Paper TitleRepository
Schäck201720.45 ± 7.1Computationally efficient heart rate estimation during physical exercise using photoplethysmographic signals-
SpaMa15.56 ± 7.5A Novel Time-Varying Spectral Filtering Algorithm for Reconstruction of Motion Artifact Corrupted Heart Rate Signals During Intense Physical Activities Using a Wearable Photoplethysmogram Sensor-
SpaMaPlus11.06 ± 4.8A Novel Time-Varying Spectral Filtering Algorithm for Reconstruction of Motion Artifact Corrupted Heart Rate Signals During Intense Physical Activities Using a Wearable Photoplethysmogram Sensor-
CNN Average8.82 ± 3.8Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks-
CNN ensemble7.65 ± 4.2Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks-
KID-PPG2.85 ± 1.07KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch
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Heart Rate Estimation On Ppg Dalia | SOTA | HyperAI