Search Results for author: Stephanie Naufel

Found 2 papers, 1 papers with code

User Training with Error Augmentation for Electromyogram-based Gesture Classification

1 code implementation13 Sep 2023 Yunus Bicer, Niklas Smedemark-Margulies, Basak Celik, Elifnur Sunger, Ryan Orendorff, Stephanie Naufel, Tales Imbiriba, Deniz Erdoğmuş, Eugene Tunik, Mathew Yarossi

We designed and tested a system for real-time control of a user interface by extracting surface electromyographic (sEMG) activity from eight electrodes in a wrist-band configuration.

Gesture Recognition

A Multi-label Classification Approach to Increase Expressivity of EMG-based Gesture Recognition

no code implementations13 Sep 2023 Niklas Smedemark-Margulies, Yunus Bicer, Elifnur Sunger, Stephanie Naufel, Tales Imbiriba, Eugene Tunik, Deniz Erdoğmuş, Mathew Yarossi

Main Results: We found that a problem transformation approach using a parallel model architecture in combination with a non-linear classifier, along with restricted synthetic data generation, shows promise in increasing the expressivity of sEMG-based gestures with a short calibration time.

Gesture Recognition Multi-Label Classification +1

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