Search Results for author: Gergely Márton

Found 3 papers, 3 papers with code

Edge computing on TPU for brain implant signal analysis

1 code implementation Neural Networks 2023 János Rokai, István Ulbert, Gergely Márton

The ever-increasing number of recording sites of silicon-based probes imposes a great challenge for detecting and evaluating single-unit activities in an accurate and efficient manner.

Contrastive Learning Edge-computing +2

Deep comparisons of Neural Networks from the EEGNet family

1 code implementation17 Feb 2023 Csaba Márton Köllőd, András Adolf, Gergely Márton, István Ulbert

In this article, we compared 5 well-known neural networks (Shallow ConvNet, Deep ConvNet, EEGNet, EEGNet Fusion, MI-EEGNet) using open-access databases with many subjects next to the BCI Competition 4 2a dataset to acquire statistically significant results.

EEG Motor Imagery +1

Closed loop BCI System for Cybathlon 2020

2 code implementations8 Dec 2022 Csaba Köllőd, András Adolf, Gergely Márton, Moutz Wahdow, Ward Fadel, István Ulbert

To extract the final features, we introduced two methods, namely the Feature Average, where the average of the FFTabs for a specific frequency band was calculated, and the Feature Range, which was based on generating multiple Feature Averages for non-overlapping 2 Hz wide frequency bins.

Brain Computer Interface EEG

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