Novel Low Memory Footprint DNN Models for Edge Classification of Surgeons’ Postures

Author:

Hanneman Alex1ORCID,Fawden Terry2ORCID,Branciforte Marco3ORCID,Virzì Maria Celvisia3,Moss Esther L.4ORCID,Ost Luciano1ORCID,Zecca Massimiliano1ORCID

Affiliation:

1. Wolfson School, Loughborough University, Loughborough, U.K.

2. Department of Chemical Engineering and Biotechnology, University of Cambridge, Cambridge, U.K.

3. Industrial and Power Group (IPG) System Lab, STMicroelectronics s.r.l., Catania, Italy

4. Leicester Cancer Research Centre, University of Leicester, Leicester, U.K.

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Computer Science,Control and Systems Engineering

Reference15 articles.

1. A Resource Constrained Neural Network for the Design of Embedded Human Posture Recognition Systems

2. Evaluating surgical skills from kinematic data using convolutional neural networks;fawaz;Medical Image Computing and Computer Assisted Intervention,2018

3. A public domain dataset for human activity recognition using smartphones;anguita;Proc 21st ESANN,2013

4. Objective assessment of surgeon kinematics during simulated laparoscopic surgery: a preliminary evaluation of the effect of high body mass index models

5. Deep learning with convolutional neural network for objective skill evaluation in robot-assisted surgery

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