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IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN

Abstract: 

In recent years, the successful application of Deep Learning methods to classification problems has had a huge impact in many domains. In biomedical engineering, the problem of gesture recognition based on electromyography is often addressed as an image classification problem using Convolutional Neural Networks. In this paper, we approach
electromyography-based hand gesture recognition as a sequence classification problem using Temporal Convolutional Networks. The proposed network yields an improvement in gesture recognition of almost 5% to the state of the art reported in the literature, whereas the analysis helps in understanding the limitations of the model and exploring new ways to improve its performance.
https://ieeexplore.ieee.org/document/8683239

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Paper Details

Authors:
Panagiotis Tsinganos, Bruno Cornelis, Jan Cornelis, Bart Jansen, Athanassios Skodras
Submitted On:
7 May 2019 - 12:59pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Panagiotis Tsinganos
Paper Code:
BISP-P2.5
Document Year:
2019
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Document Files

Poster_A0_web.pdf

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[1] Panagiotis Tsinganos, Bruno Cornelis, Jan Cornelis, Bart Jansen, Athanassios Skodras, "IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/3898. Accessed: Feb. 18, 2020.
@article{3898-19,
url = {http://sigport.org/3898},
author = {Panagiotis Tsinganos; Bruno Cornelis; Jan Cornelis; Bart Jansen; Athanassios Skodras },
publisher = {IEEE SigPort},
title = {IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN},
year = {2019} }
TY - EJOUR
T1 - IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN
AU - Panagiotis Tsinganos; Bruno Cornelis; Jan Cornelis; Bart Jansen; Athanassios Skodras
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/3898
ER -
Panagiotis Tsinganos, Bruno Cornelis, Jan Cornelis, Bart Jansen, Athanassios Skodras. (2019). IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN. IEEE SigPort. http://sigport.org/3898
Panagiotis Tsinganos, Bruno Cornelis, Jan Cornelis, Bart Jansen, Athanassios Skodras, 2019. IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN. Available at: http://sigport.org/3898.
Panagiotis Tsinganos, Bruno Cornelis, Jan Cornelis, Bart Jansen, Athanassios Skodras. (2019). "IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN." Web.
1. Panagiotis Tsinganos, Bruno Cornelis, Jan Cornelis, Bart Jansen, Athanassios Skodras. IMPROVED GESTURE RECOGNITION BASED ON sEMG SIGNALS AND TCN [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/3898