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Fast machine learning annotation in the medical domain: a semi-automated video annotation tool for gastroenterologists.

Adrian KrenzerKevin MakowskiAmar HekaloDaniel FittingJoel TroyaWolfram G ZollerAlexander HannFrank Puppe
Published in: Biomedical engineering online (2022)
In summary, we introduce a framework for fast expert annotation for gastroenterologists, which reduces the workload of the domain expert considerably while maintaining a very high annotation quality. The framework incorporates a semi-automated annotation system utilizing trained object detection models. The software and framework are open-source.
Keyphrases
  • machine learning
  • rna seq
  • deep learning
  • high throughput
  • single cell
  • artificial intelligence
  • clinical practice
  • big data
  • quality improvement
  • resistance training
  • body composition
  • label free