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Loss of Pulse

Code and data for the paper “Smartwatch-Based Detection of Loss of Pulse”.

The repository

Detect loss of pulse from smartwatch signals:

  • PPG
  • IMU Ground truth comes from Doppler ultrasound.

Labels used in the paper:

  • pulse_loss
  • wearing_normal
  • not_worn

Data

The dataset is hosted on Polybox (ETH Zurich) for secure access:
Download from Polybox

Data collection setup

Data collection setup

A typical sample should include:

  • PPG
  • accelerometer
  • label (pulse_loss / wearing_normal / not_worn)

Preprocessing

  • PPG bandpass: 0.5–25 Hz (Butterworth)
  • resample to 100 Hz
  • windowing: 8 s windows, 2 s stride
  • IMU segmented with the same windows

Run

Install:

python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

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