[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 …
assessment for accreditation. This systematic review aimed to identify objective tools for …
Towards unified surgical skill assessment
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 …
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
Nowadays, surgical skill assessment becomes increasingly important for surgical training,
given the explosive growth of automation technologies. Existing work on skill score …
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
This letter proposes a novel video-based, contrastive regression architecture, Contra-
Sformer, for automated surgical skill assessment in robot-assisted surgery. The proposed …
Sformer, for automated surgical skill assessment in robot-assisted surgery. The proposed …
[HTML][HTML] Automated analysis of operative video in surgical training: scoping review
Background There is increasing availability of operative video for use in surgical training.
Emerging technologies can now assess video footage and automatically generate metrics …
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 …
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
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 …
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
Thoracoscopy-assisted mitral valve replacement (MVR) is a crucial treatment for patients
with mitral regurgitation and demands exceptional surgical skills to prevent complications …
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 …
task lacking precise procedure annotations, existing methods place greater emphasis on …
Multitask learning for video-based surgical skill assessment
Surgical skill assessment (SSA) plays a vital role in medical systems for reducing
intraoperative surgical errors and improving clinical outcomes. To ensure objective and …
intraoperative surgical errors and improving clinical outcomes. To ensure objective and …