Search Results for author: Angkoon Phinyomark

Found 3 papers, 2 papers with code

A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture Recognition

1 code implementation16 Dec 2019 Ulysse Côté-Allard, Gabriel Gagnon-Turcotte, Angkoon Phinyomark, Kyrre Glette, Erik Scheme, François Laviolette, Benoit Gosselin

The ability of the dynamic dataset to serve as a benchmark is leveraged to evaluate the impact of different recalibration techniques for long-term (across-day) gesture recognition, including a novel algorithm, named TADANN.

EMG Gesture Recognition Gesture Recognition +1

Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted Features

1 code implementation30 Nov 2019 Ulysse Côté-Allard, Evan Campbell, Angkoon Phinyomark, François Laviolette, Benoit Gosselin, Erik Scheme

Using ADANN-generated features, the main contribution of this work is to provide the first topological data analysis of EMG-based gesture recognition for the characterisation of the information encoded within a deep network, using handcrafted features as landmarks.

Feature Engineering Gesture Recognition +1

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