A Multi-Task Convolutional Neural Network for Semantic Segmentation and Event Detection in Laparoscopic Surgery

A Multi-Task Convolutional Neural Network for Semantic Segmentation and Event Detection in Laparoscopic Surgery

The current study presents a multi-task end-to-end deep learning model for real-time blood accumulation detection and tools semantic segmentation from a laparoscopic surgery video. Intraoperative bleeding is one of the most problematic aspects of laparoscopic surgery. It is challenging to control an...

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Bibliographic Details
Main Authors: Giorgia Marullo, Leonardo Tanzi, Luca Ulrich, Francesco Porpiglia, Enrico Vezzetti
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Journal of Personalized Medicine
Subjects:
multi-task convolutional neural network
CNN
semantic segmentation
bleeding detection
laparoscopic surgery
Online Access:https://www.mdpi.com/2075-4426/13/3/413

Internet

https://www.mdpi.com/2075-4426/13/3/413

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