Automated Surgical Instrument Detection from Laparoscopic Gastrectomy Video Images Using an Open Source Convolutional Neural Network Platform.

A new automated system to detect manipulations of surgical instruments in video recordings of laparoscopic gastrectomies based on the open source neural network platform, YOLOv3, was successfully developed and validated.