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算力平台

Heart Rate Estimation On Ppg Dalia

评估指标

MAE [bpm, session-wise]

评测结果

各个模型在此基准测试上的表现结果

Paper Title
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超神经