Objective assessment of surgical technical skill and competency in the operating room

SS Vedula, M Ishii, GD Hager - Annual review of biomedical …, 2017 - annualreviews.org
Training skillful and competent surgeons is critical to ensure high quality of care and to
minimize disparities in access to effective care. Traditional models to train surgeons are …

Exploring the roles of artificial intelligence in surgical education: a sco** review

E Bilgic, A Gorgy, A Yang, M Cwintal, H Ranjbar… - The American Journal of …, 2022 - Elsevier
Background Technology-enhanced teaching and learning, including Artificial Intelligence
(AI) applications, has started to evolve in surgical education. Hence, the purpose of this …

[HTML][HTML] Review of dimension reduction methods

S Nanga, AT Bawah, BA Acquaye, MI Billa… - Journal of Data Analysis …, 2021 - scirp.org
Purpose: This study sought to review the characteristics, strengths, weaknesses variants,
applications areas and data types applied on the various Dimension Reduction techniques …

Who's better? who's best? pairwise deep ranking for skill determination

H Doughty, D Damen… - Proceedings of the …, 2018 - openaccess.thecvf.com
This paper presents a method for assessing skill from video, applicable to a variety of tasks,
ranging from surgery to drawing and rolling pizza dough. We formulate the problem as …

Video and accelerometer-based motion analysis for automated surgical skills assessment

A Zia, Y Sharma, V Bettadapura, EL Sarin… - International journal of …, 2018 - Springer
Purpose Basic surgical skills of suturing and knot tying are an essential part of medical
training. Having an automated system for surgical skills assessment could help save experts …

Manipulation-skill assessment from videos with spatial attention network

Z Li, Y Huang, M Cai, Y Sato - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
Recent advances in computer vision have made it possible to automatically assess from
videos the manipulation skills of humans in performing a task, which breeds many important …

Surgical skill assessment using motion quality and smoothness

A Ghasemloonia, Y Maddahi, K Zareinia… - Journal of surgical …, 2017 - Elsevier
Objectives This article presents a quantitative technique to assess motion quality and
smoothness during the performance of micromanipulation tasks common to surgical …

Automated video-based assessment of surgical skills for training and evaluation in medical schools

A Zia, Y Sharma, V Bettadapura, EL Sarin… - International journal of …, 2016 - Springer
Purpose Routine evaluation of basic surgical skills in medical schools requires considerable
time and effort from supervising faculty. For each surgical trainee, a supervisor has to …

CPR-Coach: Recognizing composite error actions based on single-class training

S Wang, S Wang, D Yang, M Li… - Proceedings of the …, 2024 - openaccess.thecvf.com
Fine-grained medical action analysis plays a vital role in improving medical skill training
efficiency but it faces the problems of data and algorithm shortage. Cardiopulmonary …

Evaluation of surgical skill using machine learning with optimal wearable sensor locations

R Soangra, R Sivakumar, ER Anirudh, SV Reddy Y… - PloS one, 2022 - journals.plos.org
Evaluation of surgical skills during minimally invasive surgeries is needed when recruiting
new surgeons. Although surgeons' differentiation by skill level is highly complex …