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Accurate and Robust Heart Rate Sensor Calibration on Smartwatches using Deep Learning

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Figure

Figure 1: Difference in heart rate measurements (mean absolute error in bpm) be- be-tween two wrist worn trackers (Microsoft Band2 and Fitbit Surge) and a chest strap HR monitor (Polar H7), and intensity of overall motion as given by the sum of axis-wise a
Figure 2: An example of normal ECG.
Figure 3: Example of PPG waveform [86].
Figure 4: A feedforward neural networks with 3 layers, which accept an input vec- vec-tor of length 3 and output a single scalar, and each layer has 2, 4, and 2 units respectively.
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