[HTML][HTML] Evaluation of objective tools and artificial intelligence in robotic surgery technical skills assessment: a systematic review

MWE Boal, D Anastasiou, F Tesfai… - British Journal of …, 2024 - academic.oup.com
Background There is a need to standardize training in robotic surgery, including objective
assessment for accreditation. This systematic review aimed to identify objective tools for …

Towards unified surgical skill assessment

D Liu, Q Li, T Jiang, Y Wang, R Miao… - Proceedings of the …, 2021 - openaccess.thecvf.com
Surgical skills have a great influence on surgical safety and patients' well-being. Traditional
assessment of surgical skills involves strenuous manual efforts, which lacks efficiency and …

Towards accurate and interpretable surgical skill assessment: A video-based method incorporating recognized surgical gestures and skill levels

T Wang, Y Wang, M Li - Medical Image Computing and Computer Assisted …, 2020 - Springer
Nowadays, surgical skill assessment becomes increasingly important for surgical training,
given the explosive growth of automation technologies. Existing work on skill score …

Keep your eye on the best: contrastive regression transformer for skill assessment in robotic surgery

D Anastasiou, Y Jin, D Stoyanov… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
This letter proposes a novel video-based, contrastive regression architecture, Contra-
Sformer, for automated surgical skill assessment in robot-assisted surgery. The proposed …

[HTML][HTML] Automated analysis of operative video in surgical training: scoping review

L Dick, CP Boyle, RJE Skipworth, DS Smink… - BJS open, 2024 - academic.oup.com
Background There is increasing availability of operative video for use in surgical training.
Emerging technologies can now assess video footage and automatically generate metrics …

Surgical skill evaluation from robot-assisted surgery recordings

A Soleymani, AAS Asl, M Yeganejou… - … on Medical Robotics …, 2021 - ieeexplore.ieee.org
Quality and safety are critical elements in the performance of surgeries. Therefore, surgical
trainees need to obtain the required degrees of expertise before operating on patients …

Deep neural network architecture for automated soft surgical skills evaluation using objective structured assessment of technical skills criteria

M Benmansour, A Malti, P Jannin - International Journal of Computer …, 2023 - Springer
Purpose Classic methods of surgery skills evaluation tend to classify the surgeon
performance in multi-categorical discrete classes. If this classification scheme has proven to …

Sedskill: Surgical events driven method for skill assessment from thoracoscopic surgical videos

X Ding, X Xu, X Li - International Conference on Medical Image Computing …, 2023 - Springer
Thoracoscopy-assisted mitral valve replacement (MVR) is a crucial treatment for patients
with mitral regurgitation and demands exceptional surgical skills to prevent complications …

Rhythmer: Ranking-based Skill Assessment with Rhythm-aware Transformer

Z Luo, Y Xiao, F Yang, JT Zhou… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Ranking-based skill assessment is an essential component of video understanding. In this
task lacking precise procedure annotations, existing methods place greater emphasis on …

Multitask learning for video-based surgical skill assessment

Z Jian, W Yue, Q Wu, W Li, Z Wang… - 2020 Digital Image …, 2020 - ieeexplore.ieee.org
Surgical skill assessment (SSA) plays a vital role in medical systems for reducing
intraoperative surgical errors and improving clinical outcomes. To ensure objective and …