Publications

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2021

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

Transfer Learning in sEMG-based Gesture Recognition Inproceedings Forthcoming

12th Int. Conf. on Information, Intelligence, Systems and Applications (IISA 2021), Chania, Crete, Greece, Forthcoming.

Abstract | 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

International Journal of Electrical and Computer Engineering Systems, 12 (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

Sensors, 20 (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

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

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

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

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

Improved Gesture Recognition Based on sEMG Signals and TCN Inproceedings

ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1169–1173, IEEE, Brighton, UK, 2019, ISBN: 978-1-4799-8131-1.

Abstract | Links | BibTeX | Tags: CNN, Deep learning, Gesture Recognition, semg, TCN

2018

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

Deep Learning in EMG-based Gesture Recognition Inproceedings

Proceedings of the 5th International Conference on Physiological Computing Systems, pp. 107–114, SCITEPRESS - Science and Technology Publications, Seville, Spain, 2018, ISBN: 978-989-758-329-2.

Abstract | Links | BibTeX | Tags: CNN, Deep learning, Gesture Recognition, semg