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 proposed approaches. However, concerns about the robustness and generalisability of CNN approaches have been raised. This paper evaluates C...

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Bibliographic Details
Main Authors: Tamer Abdulbaki Alshirbaji, Nour Aldeen Jalal, Paul David Docherty, Thomas Neumuth, Knut Möller
Format: Article
Language:English
Published: MDPI AG 2022-09-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/11/18/2849