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daVinciNet: Joint Prediction of Motion and Surgical State in Robot-Assisted Surgery

daVinciNet: Joint Prediction of Motion and Surgical State in Robot-Assisted Surgery

This paper presents a technique to concurrently and jointly predict the future trajectories of surgical instruments and the future state(s) of surgical subtasks in robot-assisted surgeries (RAS) using multiple input sources. Such predictions are a necessary first step towards shared control and supervised autonomy of surgical subtasks. Minute-long surgical subtasks, …