A Strong and Simple Deep Learning Baseline for BCI MI Decoding

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A Strong and Simple Deep Learning Baseline for BCI MI Decoding

11 September 2023

Yassine El Ouahidi

Vincent Gripon

Bastien Pasdeloup

Ghaith Bouallegue

Nicolas Farrugia

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Papers citing "A Strong and Simple Deep Learning Baseline for BCI MI Decoding"

13 / 13 papers shown

Title
Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency Analysis Ce Ju Cuntai Guan 65 22 0 25 Oct 2022
EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification Ce Zhang Young-Keun Kim A. Eskandarian 53 144 0 24 Jan 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 170 1,108 0 11 Sep 2019
Transfer Learning for Brain-Computer Interfaces: A Euclidean Space Data Alignment Approach He He Dongrui Wu OOD 51 308 0 08 Aug 2018
MOABB: Trustworthy algorithm benchmarking for BCIs V. Jayaram A. Barachant 45 179 0 16 May 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 282 9,797 0 25 Oct 2017
Interpretable Convolutional Neural Networks Quanshi Zhang Ying Nian Wu Song-Chun Zhu FAtt 70 783 0 02 Oct 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 427 26,539 0 05 Sep 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,002 0 22 May 2017
EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces Vernon J. Lawhern Amelia J. Solon Nicholas R. Waytowich Stephen M. Gordon C. Hung Brent Lance OOD 101 2,891 0 23 Nov 2016
Grad-CAM: Why did you say that? Ramprasaath R. Selvaraju Abhishek Das Ramakrishna Vedantam Michael Cogswell Devi Parikh Dhruv Batra FAtt 70 475 0 22 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,596 0 07 Oct 2016
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 480 43,685 0 17 Sep 2014

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