Surgical tool datasets for machine learning research: a survey
M Rodrigues, M Mayo, P Patros - International Journal of Computer Vision, 2022 - Springer
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 …
Robustness of convolutional neural networks for surgical tool classification in laparoscopic videos from multiple sources and of multiple types: A systematic evaluation
Deep learning approaches have been explored for surgical tool classification in
laparoscopic videos. Convolutional neural networks (CNN) are prominent among the …
laparoscopic videos. Convolutional neural networks (CNN) are prominent among the …
Assessing generalisation capabilities of CNN models for surgical tool classification
Accurate recognition of surgical tools is a crucial component in the development of robust,
context-aware systems. Recently, deep learning methods have been increasingly adopted …
context-aware systems. Recently, deep learning methods have been increasingly adopted …
Hierarchical, informed and robust machine learning for surgical tool management
MW Rodrigues - 2023 - researchcommons.waikato.ac.nz
This thesis focuses on the development of a computer vision and deep learning based
system for the intelligent management of surgical tools. The work accomplished included the …
system for the intelligent management of surgical tools. The work accomplished included the …
Neural Network Classification of Surgical Tools in Gynecological Videos
T Abdulbaki Alshirbaji, N Aldeen Jalal… - Current Directions in …, 2022 - degruyter.com
Automated surgical tool classification will improve the workflow of surgery. Previous
research tackled this task mainly in cholecystectomy procedures due to availability of a …
research tackled this task mainly in cholecystectomy procedures due to availability of a …
Fusing CNN features to improve generalisability for surgical tool classification
TA Alshirbaji, NA Jalal… - … on Automation in …, 2023 - journals.infinite-science.de
Surgical tool classification is a fundamental component for understanding surgical workflow
of laparoscopic interventions. Image-based approaches using convolutional neural …
of laparoscopic interventions. Image-based approaches using convolutional neural …
Robustness of Convolutional Neural Networks for Surgical Tool Classification in Laparoscopic Videos from Multiple Sources and of Multiple Types
Abstract (EN) Deep learning approaches have been explored for surgical tool classification
in laparoscopic videos. Convolutional neural networks (CNN) are prominent among the …
in laparoscopic videos. Convolutional neural networks (CNN) are prominent among the …
Neural Network Classification of Surgical Tools in Gynecological Videos
Automated surgical tool classification will improve the workflow of surgery. Previous
research tackled this task mainly in cholecystectomy procedures due to availability of a …
research tackled this task mainly in cholecystectomy procedures due to availability of a …