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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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Detalles Bibliográficos
Autores principales: Marullo, Giorgia, Tanzi, Leonardo, Ulrich, Luca, Porpiglia, Francesco, Vezzetti, Enrico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10054284/
https://www.ncbi.nlm.nih.gov/pubmed/36983595
http://dx.doi.org/10.3390/jpm13030413