Attention in surgical phase recognition for endoscopic pituitary surgery: Insights from real-world data Articles uri icon

publication date

  • June 2025

start page

  • 1

end page

  • 11

volume

  • 191

International Standard Serial Number (ISSN)

  • 0010-4825

Electronic International Standard Serial Number (EISSN)

  • 1879-0534

abstract

  • Surgical Phase Recognition systems are used to support the automated documentation of a procedure and to provide the surgical team with real-time feedback, potentially improving surgical outcome and reducing adverse events. The objective of this work is to develop a model for endoscopic pituitary surgery, a challenging procedure for phase recognition due to the high variability in the order of surgical phases.

subjects

  • Biology and Biomedicine
  • Computer Science
  • Medicine

keywords

  • endoscopic pituitary surgery; surgical phase recognition; real-world data; resnet-50; spatial features; attention; sahc; temporal features