Knowledge-driven formalization of laparoscopic surgeries for rule-based intraoperative context-aware assistance

Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/GutachtenBeitrag in KonferenzbandBeigetragenBegutachtung

Beitragende

  • Darko Katić - , Karlsruher Institut für Technologie (Autor:in)
  • Anna Laura Wekerle - , Universität Heidelberg (Autor:in)
  • Fabian Gärtner - , Karlsruher Institut für Technologie (Autor:in)
  • Hannes Kenngott - , Universität Heidelberg (Autor:in)
  • Beat Peter Müller-Stich - , Universität Heidelberg (Autor:in)
  • Rüdiger Dillmann - , Karlsruher Institut für Technologie (Autor:in)
  • Stefanie Speidel - , Karlsruher Institut für Technologie (Autor:in)

Abstract

The rise of intraoperatively available information threatens to outpace our abilities to process data and thus cause informational overload. Context-aware systems, filtering information to match the current situation in the OR, will be necessary to reap all benefits of integrated and computerized surgery. To interpret surgical situations, such systems need a robust set of knowledge to make sense of intraoperative measurements. Building on our own ontology for laparoscopy, we formalized the workflow of laparoscopic adrenalectomies, cholecystectomies and pancreatic resections and developed a novel, rule-based situation interpretation algorithm based on OWL and SWRL to recognize phases of these surgeries. The system was evaluated on ground truth data from 19 manually annotated surgeries with an average recognition rate of 89%.

Details

OriginalspracheEnglisch
TitelInformation Processing in Computer-Assisted Interventions - 5th International Conference, IPCAI 2014, Proceedings
Herausgeber (Verlag)Springer-Verlag
Seiten158-167
Seitenumfang10
ISBN (Print)9783319075204
PublikationsstatusVeröffentlicht - 2014
Peer-Review-StatusJa
Extern publiziertJa

Publikationsreihe

ReiheLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Band8498 LNCS
ISSN0302-9743

Konferenz

Titel5th International Conference on Information Processing in Computer-Assisted Interventions, IPCAI 2014
Dauer28 Juni 2014
StadtFukuoka
LandJapan

Externe IDs

ORCID /0000-0002-4590-1908/work/163294074

Schlagworte

Schlagwörter

  • Cognitive Surgery, Context-Awareness, Laparoscopic Surgery