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

Taku SugiyamaHiroyuki SugimoriMinghui TangYasuhiro ItoMasayuki GekkaHaruto UchinoMasaki ItoKatsuhiko OgasawaraMiki Fujimura

Published in: Acta neurochirurgica (2024)

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.

Keyphrases

deep learning
artificial intelligence
convolutional neural network
patient reported outcomes
machine learning
virtual reality
high speed