Object extraction via deep learning-based marker-free tracking framework of surgical instruments for laparoscope-holder robots.

Accurate and fast tracking of marker-free surgical instruments could be achieved in in vivo laparoscopic videos by using our proposed object extraction via DL-based marker-free tracking framework. This work provided important guiding significance for the application of laparoscope-holder robots in laparoscopic surgeries.