Publications

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2022

Loi, Iliana; Grammatikaki, Angeliki; Tsinganos, Panagiotis; Bozkir, Efe; Ampeliotis, Dimitris; Moustakas, Konstantinos; Kasneci, Enkelejda; Skodras, Athanassios

Proportional Myoelectric Control in a Virtual Reality Environment Inproceedings

In: 2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP), IEEE, Nafplio, Greece, 2022.

Abstract | Links | BibTeX | Tags: Deep learning, hand gesture recognition, proportional myoelectric control, semg, virtual reality

Tsinganos, Panagiotis; Jansen, Bart; Cornelis, Jan; Skodras, Athanassios

Real-Time Analysis of Hand Gesture Recognition with Temporal Convolutional Networks Journal Article

In: Sensors, vol. 22, no. 5, pp. 1694, 2022.

Abstract | Links | BibTeX | Tags: attention, CNN, Deep learning, hand gesture recognition, real time, semg, TCN

2021

Tsinganos, Panagiotis; Cornelis, Jan; Cornelis, Bruno; Jansen, Bart; Skodras, Athanassios

Transfer Learning in sEMG-based Gesture Recognition Inproceedings

In: 2021 12th International Conference on Information, Intelligence, Systems & Applications (IISA), IEEE, Chania, Crete, Greece, 2021.

Abstract | Links | BibTeX | Tags: Deep learning, hand gesture recognition, semg, transfer learning

Tsinganos, Panagiotis; Cornelis, Bruno; Cornelis, Jan; Jansen, Bart; Skodras, Athanassios

The Effect of Space-filling Curves on the Efficiency of Hand Gesture Recognition Based on sEMG Signals Journal Article

In: International Journal of Electrical and Computer Engineering Systems, vol. 12, no. 1, pp. 23 - 31, 2021, ISSN: 1847-6996.

Abstract | Links | BibTeX | Tags: classification, CNN, Deep learning, electromyography, hand gesture recognition, hilbert curve, Peano curve, semg, space-filling curve, Z-order curve

2020

Tsinganos, Panagiotis; Cornelis, Bruno; Cornelis, Jan; Jansen, Bart; Skodras, Athanassios

Data Augmentation of Surface Electromyography for Hand Gesture Recognition Journal Article

In: Sensors, vol. 20, no. 17, pp. 4892, 2020, ISSN: 1424-8220.

Abstract | Links | BibTeX | Tags: CNN, data augmentation, Deep learning, electromyography, hand gesture recognition, semg

Tsinganos, Panagiotis; Cornelis, Bruno; Cornelis, Jan; Jansen, Bart; Skodras, Athanassios

Hilbert sEMG data scanning for hand gesture recognition based on deep learning Journal Article

In: Neural Computing and Applications, 2020, ISBN: 1433-3058.

Abstract | Links | BibTeX | Tags: classification, CNN, Deep learning, electromyography, hand gesture recognition, hilbert curve, Multi-scale, semg

2019

Tsagkas, Nikolaos; Tsinganos, Panagiotis; Skodras, Athanassios

On the Use of Deeper CNNs in Hand Gesture Recognition Based on sEMG Signals Inproceedings

In: 2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA), pp. 1-4, 2019.

Abstract | Links | BibTeX | Tags: classification, CNN, Convolutional Neural Networks, data acquisition, database, Deep learning, hand gesture recognition, semg, signal processing, surface electromyography

Tsinganos, Panagiotis; Cornelis, Bruno; Cornelis, Jan; Jansen, Bart; Skodras, Athanassios

A Hilbert Curve Based Representation of sEMG Signals for Gesture Recognition Inproceedings

In: 2019 International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 201–206, IEEE, Osijek, Croatia, 2019, ISBN: 978-1-7281-3253-2.

Links | BibTeX | Tags: classification, CNN, Deep learning, electromyography, hand gesture recognition, hilbert curve, semg