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T²GR²: Textile Touch Gesture Recognition with Graph Representation of EMG

Yu, Chuang; Liu, Yifu; Petreca, Bruna; Baurley, Sharon; Berthouze, Nadia; (2024) T²GR²: Textile Touch Gesture Recognition with Graph Representation of EMG. In: 2023 11st International Conference on Affective Computing and Intelligent Interaction (ACII), proceedings. IEEE (Institute of Electrical and Electronics Engineers) (In press).

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Abstract

The fashion industry’s negative impact and overconsumption require urgent action to improve and reduce fashion consumption. Tactile gesture plays a vital role in understanding, selecting, and feeling attached to clothes. In this paper, we introduce the FabricTouch II dataset with multimodal infromation, which focuses on fabric assessment touch gestures and aims to support sustainable fashion consumption. By integrating gesture labels, we enhance the dataset’s comprehensiveness, improve recognition accuracy, and provide valuable information for consumers and intelligent systems, such as conversational agents in shop or home wardrobe. Additionally, this study has made preliminary explorations on recognizing fabric touch gestures using time-spectral representations of EMG combined with graph representations on this small batch dataset. The experiment found that the graph representation of EMG outperforms the regular neural network and that the representation capacity of bilateral EMG data is superior to that of unilateral data.

Type: Proceedings paper
Title: T²GR²: Textile Touch Gesture Recognition with Graph Representation of EMG
Event: 2023 11st International Conference on Affective Computing and Intelligent Interaction (ACII)
Location: MIT Media Lab, Cambridge, MA, USA
Dates: 10 Sep 2023 - 13 Sep 2023
ISBN-13: 979-8-3503-2745-8/23
Publisher version: https://ieeexplore.ieee.org/xpl/conhome/1002992/al...
Language: English
Additional information: This version is the author-accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: textile touch, EMG, gesture recognition, GNN
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > UCL Interaction Centre
URI: https://discovery.ucl.ac.uk/id/eprint/10182217
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