Automated vision-based microsurgical skill analysis in neurosurgery using deep learning: Development and preclinical validation.
Sign Up to like & getrecommendations! Published in 2021 at "World neurosurgery"
DOI: 10.1016/j.wneu.2021.01.117
Abstract: BACKGROUND Technical skill acquisition is an essential component of neurosurgical training. Educational theory suggests that optimal learning and improvement in performance depends on the provision of objective feedback. OBJECTIVE he aim of this study was… read more here.
Keywords: vision based; analysis; tool; microsurgical skill ... See more keywords
Automatic Microsurgical Skill Assessment Based on Cross-Domain Transfer Learning
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Robotics and Automation Letters"
DOI: 10.1109/lra.2020.2989075
Abstract: The assessment of microsurgical skills for Robot-Assisted Microsurgery (RAMS) still relies primarily on subjective observations and expert opinions. A general and automated evaluation method is desirable. Deep neural networks can be used for skill assessment… read more here.
Keywords: cross domain; skill assessment; transfer learning; microsurgical skill ... See more keywords