Technical skill assessment in minimally invasive surgery using artificial intelligence: a systematic review
Background Technical skill assessment in surgery relies on expert opinion. Therefore, it is
time-consuming, costly, and often lacks objectivity. Analysis of intraoperative data by artificial …
time-consuming, costly, and often lacks objectivity. Analysis of intraoperative data by artificial …
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 …
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 …
Exploring the limitations and implications of the jigsaws dataset for robot-assisted surgery
The JHU-ISI Gesture and Skill Assessment Working Set (JIGSAWS) dataset has proven to
be a foundational component of modern work on the skill analysis of robotic surgeons. In …
be a foundational component of modern work on the skill analysis of robotic surgeons. In …
Video-based formative and summative assessment of surgical tasks using deep learning
To ensure satisfactory clinical outcomes, surgical skill assessment must be objective, time-
efficient, and preferentially automated—none of which is currently achievable. Video-based …
efficient, and preferentially automated—none of which is currently achievable. Video-based …
Artificial Intelligence to Support the Training and Assessment of Professionals: A Systematic Literature Review
M Albaladejo-González, JA Ruipérez-Valiente… - ACM Computing …, 2024 - dl.acm.org
Advances in Artificial Intelligence (AI) and sensors are significantly impacting multiple areas,
including education and workplaces. Following the PRISMA methodology, this review …
including education and workplaces. Following the PRISMA methodology, this review …
Transformer-based automated skill assessment and interpretation in robot-assisted surgery
Y Zheng, A Majewicz-Fey - 2024 International Symposium on …, 2024 - ieeexplore.ieee.org
Different artificial intelligence approaches have been made to automatically assess skills
during robotic surgical training. However, limitations still exist in these studies, including …
during robotic surgical training. However, limitations still exist in these studies, including …
A domain-adapted machine learning approach for visual evaluation and interpretation of robot-assisted surgery skills
In this study, we present an intuitive machine learning-based approach to evaluate and
interpret surgical skills level of a participant working with robotic platforms. The proposed …
interpret surgical skills level of a participant working with robotic platforms. The proposed …
Cataract-1K Dataset for Deep-Learning-Assisted Analysis of Cataract Surgery Videos
In recent years, the landscape of computer-assisted interventions and post-operative
surgical video analysis has been dramatically reshaped by deep-learning techniques …
surgical video analysis has been dramatically reshaped by deep-learning techniques …
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection
In recent years, the landscape of computer-assisted interventions and post-operative
surgical video analysis has been dramatically reshaped by deep-learning techniques …
surgical video analysis has been dramatically reshaped by deep-learning techniques …