Development and Validation of a Model for Laparoscopic Colorectal Surgical Instrument Recognition Using Convolutional Neural Network–Based Instance Segmentation and Videos of Laparoscopic Procedures

IMPORTANCE: Deep learning–based automatic surgical instrument recognition is an indispensable technology for surgical research and development. However, pixel-level recognition with high accuracy is required to make it suitable for surgical automation. OBJECTIVE: To develop a deep learning model tha...

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Detalles Bibliográficos
Autores principales: Kitaguchi, Daichi, Lee, Younae, Hayashi, Kazuyuki, Nakajima, Kei, Kojima, Shigehiro, Hasegawa, Hiro, Takeshita, Nobuyoshi, Mori, Kensaku, Ito, Masaaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2022
Materias:
Original Investigation
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9391983/
https://www.ncbi.nlm.nih.gov/pubmed/35984660
http://dx.doi.org/10.1001/jamanetworkopen.2022.26265

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