TY  - JOUR
U1  - Zeitschriftenartikel, wissenschaftlich - begutachtet (reviewed)
A1  - Junger, Denise
A1  - Frommer, Sina
A1  - Burgert, Oliver
T1  - State‑of‑the‑art of situation recognition systems for intraoperative procedures
JF  - Medical & biological engineering & computing : MBEC
N2  - One of the key challenges for automatic assistance is the support of actors in the operating room depending on the status of the procedure. Therefore, context information collected in the operating room is used to gain knowledge about the current situation. In literature, solutions already exist for specific use cases, but it is doubtful to what extent these approaches can be transferred to other conditions. We conducted a comprehensive literature research on existing situation recognition systems for the intraoperative area, covering 274 articles and 95 cross-references published between 2010 and 2019. We contrasted and compared 58 identified approaches based on defined aspects such as used sensor data or application area. In addition, we discussed applicability and transferability. Most of the papers focus on video data for recognizing situations within laparoscopic and cataract surgeries. Not all of the approaches can be used online for real-time recognition. Using different methods, good results with recognition accuracies above 90% could be achieved. Overall, transferability is less addressed. The applicability of approaches to other circumstances seems to be possible to a limited extent. Future research should place a stronger focus on adaptability. The literature review shows differences within existing approaches for situation recognition and outlines research trends. Applicability and transferability to other conditions are less addressed in current work.
KW  - situation recognition
KW  - situation awareness
KW  - operating room
KW  - applicability
KW  - transferability
Y1  - 2022
UN  - https://nbn-resolving.org/urn:nbn:de:bsz:rt2-opus4-36231
SN  - 0140-0118
SS  - 0140-0118
U6  - https://doi.org/10.1007/s11517-022-02520-4
DO  - https://doi.org/10.1007/s11517-022-02520-4
AX  - https://rdcu.be/cHfF5
VL  - 60
SP  - 921
EP  - 939
S1  - 19
PB  - Springer
CY  - Heidelberg
ER  -