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 …
Changes of Physiological parameters of the patient during laparoscopic gynaecology
Analysing and fusing data from the medical devices of different disciplines (anaesthesiology
and surgery) inside the operating rooms may promote awareness during surgical …
and surgery) inside the operating rooms may promote awareness during surgical …
Using Integrated Operating Rooms to Improve Workflow: Mapping Review
S Jacob, RA Gonzales, O Asan - Proceedings of the …, 2024 - journals.sagepub.com
This study aims to understand the impacts of the Integrated Operating Rooms (IOR) from a
clinical standpoint and determine if the cost and learning curve are worth the clinical …
clinical standpoint and determine if the cost and learning curve are worth the clinical …
Laparoscopic Tool Classification in Gynaecological Images Using Convolutional Neural Network and Attention Modules
Laparoscopic image analysis plays a crucial role in surgical workflow, as it enables the
recognition of surgical tools and anatomical structures. While deep learning approaches …
recognition of surgical tools and anatomical structures. While deep learning approaches …
[PDF][PDF] Laparoscopic Tool Classification in Gynaecological Images Using Convolutional Neural Network and Attention Modules: 12th IFAC Symposium on Biological …
T Abdulbaki Alshirbaji, NA Jalal… - IFAC …, 2024 - opus.hs-furtwangen.de
Laparoscopic image analysis plays a crucial role in surgical workflow, as it enables the
recognition of surgical tools and anatomical structures. While deep learning approaches …
recognition of surgical tools and anatomical structures. While deep learning approaches …
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 …