TY  - JOUR
AU  - Wagner, Martin
AU  - Müller-Stich, Beat-Peter
AU  - Kisilenko, Anna
AU  - Tran, Duc
AU  - Heger, Patrick
AU  - Mündermann, Lars
AU  - Lubotsky, David M
AU  - Müller, Benjamin
AU  - Davitashvili, Tornike
AU  - Capek, Manuela
AU  - Reinke, Annika
AU  - Reid, Carissa
AU  - Yu, Tong
AU  - Vardazaryan, Armine
AU  - Nwoye, Chinedu Innocent
AU  - Padoy, Nicolas
AU  - Liu, Xinyang
AU  - Lee, Eung-Joo
AU  - Disch, Constantin
AU  - Meine, Hans
AU  - Xia, Tong
AU  - Jia, Fucang
AU  - Kondo, Satoshi
AU  - Reiter, Wolfgang
AU  - Jin, Yueming
AU  - Long, Yonghao
AU  - Jiang, Meirui
AU  - Dou, Qi
AU  - Heng, Pheng Ann
AU  - Twick, Isabell
AU  - Kirtac, Kadir
AU  - Hosgor, Enes
AU  - Bolmgren, Jon Lindström
AU  - Stenzel, Michael
AU  - von Siemens, Björn
AU  - Zhao, Long
AU  - Ge, Zhenxiao
AU  - Sun, Haiming
AU  - Xie, Di
AU  - Guo, Mengqi
AU  - Liu, Daochang
AU  - Kenngott, Hannes G
AU  - Nickel, Felix
AU  - Frankenberg, Moritz von
AU  - Mathis-Ullrich, Franziska
AU  - Kopp-Schneider, Annette
AU  - Maier-Hein, Lena
AU  - Speidel, Stefanie
AU  - Bodenstedt, Sebastian
TI  - Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark.
JO  - Medical image analysis
VL  - 86
SN  - 1361-8415
CY  - Amsterdam [u.a.]
PB  - Elsevier Science
M1  - DKFZ-2023-00479
SP  - 102770
PY  - 2023
AB  - Surgical workflow and skill analysis are key technologies for the next generation of cognitive surgical assistance systems. These systems could increase the safety of the operation through context-sensitive warnings and semi-autonomous robotic assistance or improve training of surgeons via data-driven feedback. In surgical workflow analysis up to 91
KW  - Endoscopic vision (Other)
KW  - Laparoscopic cholecystectomy (Other)
KW  - Surgical data science (Other)
KW  - Surgical workflow analysis (Other)
LB  - PUB:(DE-HGF)16
C6  - pmid:36889206
DO  - DOI:10.1016/j.media.2023.102770
UR  - https://inrepo02.dkfz.de/record/274184
ER  -