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Code for paper "Improved Fetal Heartbeat Detection Using Pitch Shifting and Psychoacoustics" by Vican, Krekovic, Jambrosic

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fhb-pitch-shift

Code used in paper "Improved Fetal Heartbeat Detection Using Pitch Shifting and Psychoacoustics" by Vican, Krekovic, Jambrosic

Tools

Python 3.6 and MATLAB 2020a have been used to develop the code used in the paper.

Feature extraction

Run master_extraction_sim.m or master_extraction_custom.m to extract features from simulated or custom datasets, respectively. A dataset in CSV format, including a number of classic audio, psychoacoustic and EMD-based features will be extracted, along with a class. Classification is binary and represents whether a subwindow used for extraction contains an S1 sound of fetal phonocardiographic signal.

Data analysis and model training

Run cells in the available Jupyter Notebook, found in the feature_analysis folder. Several data analysis tools and models for training and inference are available.

Citation

To be provided upon acceptance in a prominent journal.

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Code for paper "Improved Fetal Heartbeat Detection Using Pitch Shifting and Psychoacoustics" by Vican, Krekovic, Jambrosic

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