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Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor
  Imagery Classification
v1v2v3 (latest)

Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
5 February 2022
Ce Ju
Cuntai Guan
ArXiv (abs)PDFHTML

Papers citing "Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification"

8 / 8 papers shown
NeuroPhysNet: A FitzHugh-Nagumo-Based Physics-Informed Neural Network Framework for Electroencephalograph (EEG) Analysis and Motor Imagery Classification
NeuroPhysNet: A FitzHugh-Nagumo-Based Physics-Informed Neural Network Framework for Electroencephalograph (EEG) Analysis and Motor Imagery Classification
Zhenyu Xia
Xinlei Huang
Yuantong Gu
Suvash C. Saha
157
0
0
16 Jun 2025
NiSNN-A: Non-iterative Spiking Neural Networks with Attention with Application to Motor Imagery EEG Classification
NiSNN-A: Non-iterative Spiking Neural Networks with Attention with Application to Motor Imagery EEG Classification
Chuhan Zhang
Wei Pan
Cosimo Della Santina
268
1
0
28 Jan 2025
Interpretable and Robust AI in EEG Systems: A Survey
Interpretable and Robust AI in EEG Systems: A Survey
Xin-qiu Zhou
Chenyu Liu
J. Zhou
Zhongruo Wang
Liming Zhai
Ziyu Jia
Cuntai Guan
Yang Liu
AAML
396
34
0
21 Apr 2023
Differential geometry with extreme eigenvalues in the positive
  semidefinite cone
Differential geometry with extreme eigenvalues in the positive semidefinite coneSIAM Journal on Matrix Analysis and Applications (SIMAX), 2023
Cyrus Mostajeran
Nathael Da Costa
Graham W. Van Goffrier
R. Sepulchre
402
6
0
14 Apr 2023
Graph Neural Networks on SPD Manifolds for Motor Imagery Classification:
  A Perspective from the Time-Frequency Analysis
Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency AnalysisIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Ce Ju
Cuntai Guan
416
33
0
25 Oct 2022
MAtt: A Manifold Attention Network for EEG Decoding
MAtt: A Manifold Attention Network for EEG DecodingNeural Information Processing Systems (NeurIPS), 2022
Yue Pan
Jing-Lun Chou
Chunshan Wei
189
80
0
05 Oct 2022
SPD domain-specific batch normalization to crack interpretable
  unsupervised domain adaptation in EEG
SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEGNeural Information Processing Systems (NeurIPS), 2022
Reinmar J. Kobler
J. Hirayama
Qibin Zhao
M. Kawanabe
329
77
0
02 Jun 2022
Deep Optimal Transport for Domain Adaptation on SPD Manifolds
Deep Optimal Transport for Domain Adaptation on SPD ManifoldsArtificial Intelligence (AIJ), 2022
Ce Ju
Cuntai Guan
642
7
0
15 Jan 2022
1
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