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  • Article
  • Open Access
2,618 Views
15 Pages

A Novel Unsupervised You Only Listen Once (YOLO) Machine Learning Platform for Automatic Detection and Characterization of Prominent Bowel Sounds Towards Precision Medicine

  • Gayathri Yerrapragada,
  • Jieun Lee,
  • Mohammad Naveed Shariff,
  • Poonguzhali Elangovan,
  • Keerthy Gopalakrishnan,
  • Avneet Kaur,
  • Divyanshi Sood,
  • Swetha Rapolu,
  • Jay Gohri and
  • Shivaram P. Arunachalam
  • + 9 authors

Phonoenterography (PEG) offers a non-invasive and radiation-free technique to assess gastrointestinal activity through acoustic signal analysis. In this feasibility study, 110 high-resolution PEG recordings (44.1 kHz, 16-bit) were acquired from eight...