Ensuring privacy protection in the era of big laparoscopic video data: development and validation of an inside outside discrimination algorithm (IODA).

"in order to make this technology available for other surgical researchers we made our source code as well as the machine learning model open source."

"Declarations DisclosureStefanie Speidel, Jürgen Weitz, Beat Peter Müller-Stich, Marius Distler, Sebastian Bodenstedt, and Martin Wagner are project leaders of the “Surgomics” project, funded by the German Federal Ministry of Health (Grant Number 2520DAT82) with medical device manufacturer KARL STORZ SE & Co. KG being a project partner. André Schulze, Duc Tran, Marie Theresia Julia Daum, Anna Kisilenko and Lena Maier-Hein have no conficts of interest or financial ties to disclose. Disclosure Stefanie Speidel, Jürgen Weitz, Beat Peter Müller-Stich, Marius Distler, Sebastian Bodenstedt, and Martin Wagner are project leaders of the “Surgomics” project, funded by the German Federal Ministry of Health (Grant Number 2520DAT82) with medical device manufacturer KARL STORZ SE & Co. KG being a project partner. André Schulze, Duc Tran, Marie Theresia Julia Daum, Anna Kisilenko and Lena Maier-Hein have no conficts of interest or financial ties to disclose."

"Funding Open Access funding enabled and organized by Projekt DEAL. This work has been funded by the German Federal Ministry of Health (BMG) within the “Surgomics” project (Grant Number BMG 2520DAT82), by the German Research Foundation DFG within the Cluster of Excellence EXC 2050: “Center for Tactile Internet with Human-in-the-Loop (CeTI)” (Project Number 390696704) and by the National Center for Tumor Diseases Heidelberg within the cancer therapy program “Surgical Oncology.”"