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 …
Improving the Generalisability of Deep CNNs by Combining Multi-stage Features for Surgical Tool Classification
Dataset characteristics play an important role in training convolutional neural networks
(CNNs) to evolve optimal features required to perform a specific task. Due to the high cost of …
(CNNs) to evolve optimal features required to perform a specific task. Due to the high cost of …
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 …
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 …