Automatic phase prediction from low-level surgical activities

G Forestier, L Riffaud, P Jannin - International journal of computer assisted …, 2015 - Springer
Purpose Analyzing surgical activities has received a growing interest in recent years.
Several methods have been proposed to identify surgical activities and surgical phases from …

Random forests for phase detection in surgical workflow analysis

R Stauder, A Okur, L Peter, A Schneider… - … Processing in Computer …, 2014 - Springer
Identifying and recognizing the workflow of surgical interventions is a field of growing
interest. Several methods have been developed to identify intra-operative activities, detect …

System events: readily accessible features for surgical phase detection

A Malpani, C Lea, CCG Chen, GD Hager - International journal of …, 2016 - Springer
Purpose Surgical phase recognition using sensor data is challenging due to high variation
in patient anatomy and surgeon-specific operating styles. Segmenting surgical procedures …

Data-centric multi-task surgical phase estimation with sparse scene segmentation

R Sanchez-Matilla, M Robu… - International Journal of …, 2022 - Springer
Purpose Surgical workflow estimation techniques aim to divide a surgical video into
temporal segments based on predefined surgical actions or objectives, which can be of …

[PDF][PDF] Surgical context discovery by monitoring low-level activities in the OR

L Bouarfa, PP Jonker, J Dankelman - MICCAI workshop on modeling …, 2009 - academia.edu
The field of surgical work-flow fosters the formalization and acquisition of surgical task
descriptions from real-time surgical interventions to support clinical and technical analysis …

Workflow and activity modeling for monitoring surgical procedures

N Padoy - 2010 - theses.hal.science
The department of surgery is the core unit of the patient care system within a hospital. Due to
continuous technical and medical developments, such departments are equipped with …

[PDF][PDF] Automatic detection of surgical phases in laparoscopic videos

B Namazi, G Sankaranarayanan… - Proceedings on the …, 2018 - researchgate.net
The assessment and evaluation of surgical skills require a considerable amount of time and
effort. Currently, the assessment is accomplished by either observing a recorded video from …

[HTML][HTML] Machine learning for surgical phase recognition: a systematic review

CR Garrow, KF Kowalewski, L Li, M Wagner… - Annals of …, 2021 - journals.lww.com
Objective: To provide an overview of ML models and data streams utilized for automated
surgical phase recognition. Background: Phase recognition identifies different steps and …

Statistical modeling and recognition of surgical workflow

N Padoy, T Blum, SA Ahmadi, H Feussner… - Medical image …, 2012 - Elsevier
In this paper, we contribute to the development of context-aware operating rooms by
introducing a novel approach to modeling and monitoring the workflow of surgical …

Phase segmentation methods for an automatic surgical workflow analysis

DT Tran, R Sakurai, H Yamazoe… - International journal of …, 2017 - Wiley Online Library
In this paper, we present robust methods for automatically segmenting phases in a specified
surgical workflow by using latent Dirichlet allocation (LDA) and hidden Markov model (HMM) …