Semi-Automated Machine Learning Video Annotation for Gastroenterologists

Stud Health Technol Inform. 2021 May 27:281:484-485. doi: 10.3233/SHTI210206.

Abstract

A semi-automatic tool for fast and accurate annotation of endoscopic videos utilizing trained object detection models is presented. A novel workflow is implemented and the preliminary results suggest that the annotation process is nearly twice as fast with our novel tool compared to the current state of the art.

Keywords: deep learning; endoscopy; machine learning; video annotation tool.

MeSH terms

  • Algorithms*
  • Endoscopy
  • Gastroenterologists*
  • Humans
  • Machine Learning
  • Workflow