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Machine learning for technical skill assessment in surgery: a systematic review
Accurate and objective performance assessment is essential for both trainees and certified
surgeons. However, existing methods can be time consuming, labor intensive, and subject …
surgeons. However, existing methods can be time consuming, labor intensive, and subject …
Accelerating surgical robotics research: A review of 10 years with the da vinci research kit
Robotic-assisted surgery is now well established in clinical practice and has become the
gold-standard clinical treatment option for several clinical indications. The field of robotic …
gold-standard clinical treatment option for several clinical indications. The field of robotic …
Skit: a fast key information video transformer for online surgical phase recognition
This paper introduces SKiT, a fast Key information Transformer for phase recognition of
videos. Unlike previous methods that rely on complex models to capture long-term temporal …
videos. Unlike previous methods that rely on complex models to capture long-term temporal …
[HTML][HTML] Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the heichole benchmark
Purpose Surgical workflow and skill analysis are key technologies for the next generation of
cognitive surgical assistance systems. These systems could increase the safety of the …
cognitive surgical assistance systems. These systems could increase the safety of the …
[HTML][HTML] Lovit: Long video transformer for surgical phase recognition
Online surgical phase recognition plays a significant role towards building contextual tools
that could quantify performance and oversee the execution of surgical workflows. Current …
that could quantify performance and oversee the execution of surgical workflows. Current …
Gesture recognition in robotic surgery with multimodal attention
Automatically recognising surgical gestures from surgical data is an important building block
of automated activity recognition and analytics, technical skill assessment, intra-operative …
of automated activity recognition and analytics, technical skill assessment, intra-operative …
[BOK][B] Medical Image Computing and Computer Assisted Intervention–MICCAI 2021: 24th International Conference, Strasbourg, France, September 27–October 1 …
The eight-volume set LNCS 12901, 12902, 12903, 12904, 12905, 12906, 12907, and 12908
constitutes the refereed proceedings of the 24th International Conference on Medical Image …
constitutes the refereed proceedings of the 24th International Conference on Medical Image …
An introduction to robotically assisted surgical systems: current developments and focus areas of research
J Klodmann, C Schlenk, A Hellings-Kuß, T Bahls… - Current Robotics …, 2021 - Springer
Abstract Purpose of Review Robotic assistance systems for diagnosis and therapy have
become technically mature and widely available. Thus, they play an increasingly important …
become technically mature and widely available. Thus, they play an increasingly important …
Challenges in surgical video annotation
Annotation of surgical video is important for establishing ground truth in surgical data
science endeavors that involve computer vision. With the growth of the field over the last …
science endeavors that involve computer vision. With the growth of the field over the last …
Surgical tool datasets for machine learning research: a survey
This paper is a comprehensive survey of datasets for surgical tool detection and related
surgical data science and machine learning techniques and algorithms. The survey offers a …
surgical data science and machine learning techniques and algorithms. The survey offers a …