Video content analysis of surgical procedures

C Loukas - Surgical endoscopy, 2018 - Springer
… in eye surgery. In endoscopic surgery, the research activity is more diverse: gesture/task …
It is believed that after systematic validation, research outcomes from the aforementioned …

Orbital and maxillofacial computer aided surgery: patient-specific finite element models to predict surgical outcomes

V Luboz, M Chabanas, P Swider… - Computer methods in …, 2005 - Taylor & Francis
… by the surgical gesture (as a … surgeons; (2) the pre-operative building of each new patient
model (with a new morphology) should, here again, be fast enough to be used by surgeons

A real-time spatiotemporal AI model analyzes skill in open surgical videos

ED Goodman, KK Patel, Y Zhang, W Locke… - arXiv preprint arXiv …, 2021 - arxiv.org
… of surgery worldwide. Artificial intelligence (AI) has the potential to optimize surgical practice
and improve patient outcomes… of open surgical videos to date: 1997 videos from 23 surgical

Toward effective pediatric minimally invasive surgical simulation

JM Hamilton, K Kahol, M Vankipuram, A Ashby… - … of pediatric surgery, 2011 - Elsevier
… group performance of that gesture, which then generates a … of surgeons to execute each
individual gesture accurately and … to pediatric surgeons have mostly described better outcomes

Objective surgical skill assessment: An initial experience by means of a sensory glove paving the way to open surgery simulation?

G Saggio, A Lazzaro, L Sbernini, FM Carrano… - Journal of surgical …, 2015 - Elsevier
… strategy for objectively gauging a surgeon’s dexterity, … surgery simulation. This work intends
to make up for this shortcoming and to perform a data analysis of the surgeon’s entire gesture

Segmenting and classifying activities in robot-assisted surgery with recurrent neural networks

R DiPietro, N Ahmidi, A Malpani, M Waldram… - … radiology and surgery, 2019 - Springer
… during surgical training. Prior work has focused almost exclusively on recognizing gestures,
… is associated with better patient outcomes [5, 38] and at the core of surgical education is the …

MGRFormer: A Multimodal Transformer Approach for Surgical Gesture Recognition

K Feghoul, DS Maia, M El Amrani, M Daoudi… - … Face and Gesture …, 2024 - hal.science
… Abstract—Automatic surgical gesture recognition has the potential to revolutionize the field
of surgery by enhancing patient care, surgical training, and our understanding of surgical

[HTML][HTML] A systematic review on artificial intelligence in robot-assisted surgery

A Moglia, K Georgiou, E Georgiou, RM Satava… - … Journal of Surgery, 2021 - Elsevier
… , which determine patient outcome. There is an … surgical action and skills assessment [24],
surgical gestures and maneuvers [25], segmentation of surgical gestures [26], and surgical

Objective assessment of robotic surgical technical skill: a systematic review

J Chen, N Cheng, G Cacciamani, P Oh… - The Journal of …, 2019 - auajournals.org
… already confirmed that surgeon performance directly impacts patient outcomes. Poor quality
surgical care not … These gestures served as fundamental building blocks to more complex …

Automation of surgical skill assessment using a three-stage machine learning algorithm

JL Lavanchy, J Zindel, K Kirtac, I Twick, E Hosgor… - Scientific reports, 2021 - nature.com
patient outcomes, it is therefore necessary to train surgeons’ … providing objective feedback
on their surgical skills. … served as the surgical gesture used as a proxy for surgical skill. A total …