The Advances in Computer Vision That Are Enabling More Autonomous Actions in Surgery: A Systematic Review of the Literature.

Journal: Sensors (Basel, Switzerland)
Published Date:

Abstract

This is a review focused on advances and current limitations of computer vision (CV) and how CV can help us obtain to more autonomous actions in surgery. It is a follow-up article to one that we previously published in entitled, "Artificial Intelligence Surgery: How Do We Get to Autonomous Actions in Surgery?" As opposed to that article that also discussed issues of machine learning, deep learning and natural language processing, this review will delve deeper into the field of CV. Additionally, non-visual forms of data that can aid computerized robots in the performance of more autonomous actions, such as instrument priors and audio haptics, will also be highlighted. Furthermore, the current existential crisis for surgeons, endoscopists and interventional radiologists regarding more autonomy during procedures will be discussed. In summary, this paper will discuss how to harness the power of CV to keep doctors who do interventions in the loop.

Authors

  • Andrew A Gumbs
    Centre Hospitalier Intercommunal de POISSY/SAINT-GERMAIN-EN-LAYE 10, Rue Champ de Gaillard, 78300 Poissy, France.
  • Vincent Grasso
    Family Christian Health Center, 31 West 155th St., Harvey, IL 60426, USA.
  • Nicolas Bourdel
    Department of Gynaecological Surgery, CHU Clermont-Ferrand, 1 Place Lucie et Raymond Aubrac, 63000, Clermont-Ferrand, France. nicolas.bourdel@gmail.com.
  • Roland Croner
    Department of General, Visceral, Vascular and Graft Surgery, University Hospital, Magdeburg, Germany.
  • Gaya Spolverato
    Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA; Department of Surgery, University of Padova, Padova, Italy.
  • Isabella Frigerio
    Department of Hepato-Pancreato-Biliary Surgery, Pederzoli Hospital, 37019 Peschiera del Garda, Italy.
  • Alfredo Illanes
    Department of Medical Engineering, Otto-von-Guericke University Magdeburg, 39106 Magdeburg, Germany.
  • Mohammad Abu Hilal
    Department of General Surgery, Istituto Ospedaliero Fondazione Poliambulanza.
  • Adrian Park
    Department of Surgery, Anne Arundel Health System, Annapolis, Maryland, USA; Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
  • Eyad Elyan
    School of Computing Science and Digital Media, Robert Gordon University, Aberdeen, United Kingdom.