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HyperAI超神经

Heart Rate Estimation On Wesad

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	Repository
Schäck2017	19.97 ± 8.1	Computationally efficient heart rate estimation during physical exercise using photoplethysmographic signals	-
SpaMa	11.51 ± 3.7	A Novel Time-Varying Spectral Filtering Algorithm for Reconstruction of Motion Artifact Corrupted Heart Rate Signals During Intense Physical Activities Using a Wearable Photoplethysmogram Sensor	-
SpaMaPlus	9.45 ± 2.9	A 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 average	8.42 ± 3	Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks	-
CNN ensemble	7.47 ± 3.3	Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks	-

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Heart Rate Estimation On Wesad | SOTA | HyperAI超神经