Deep learning-based video-analysis of instrument motion in microvascular anastomosis training.

The deep learning-based kinematic analytic approach for surgical instruments proves beneficial in assessing performance in microvascular anastomosis. Moreover, this methodology can be adapted for use in clinical settings.