/MI_classification_paper

MI_classification_paper

Review papers

Title Author Date Publication Link
Deep Learning Techniques for Classification of Electroencephalogram (EEG) Motor Imagery (MI) Signals: A Review Hamdi Altaheri, et al. Jul-2021 Neural Computing and Applications Paper

Papers

Title Author Date Publication Link Accuracy Dataset Model
Single-Source to Single-Target Cross-Subject Motor Imagery Classification Based on Multisubdomain Adaptation Network Yi Chen, et al. Jul-2022 IEEE Transactions on Neural Systems and Rehabilitation Engineering Paper Code 82.61%(STS) BCIC_III_IVa Domain-adaptation CNN
Golden subject is everyone: A subject transfer neural network for motor imagery-based brain computer interfaces Biao Sun, et al. Jul-2022 Neural Networks Paper Code 80.7% (10 CV) BCIC_IV_2b Style_transfer
Feature Extraction Method based on Filter Banks and Riemannian Tangent Space in Motor-Imagery BCI Hua Fang, et al. Jun-2022 IEEE Journal of Biomedical and Health Informatics Paper Code 77.7% (10 CV) 86.9% (10 CV) BCIC_IV_2a BCIC_IV_2b FB Riemann SVM
Improving the performance of multisubject motor imagery-based BCIs using twin cascaded softmax CNNs Jing Luo, et al. Mar-2021 Journal of Neural Engineering Paper Code 78.88% 87.20% BCIC_IV_2a (left, right hand) BCIC_IV_2b Plug-and-play Twin-CNN
A novel motor imagery EEG decoding method based on feature separation Lie Yang, et al. Mar-2021 Journal of Neural Engineering Paper Code 83.97% (10 fold CV) 86.91% (10 fold CV) BCIC_IV_2a BCIC_IV_2b CNN
Motor Imagery EEG Decoding Method Based on a Discriminative Feature Learning Strategy Lie Yang, et al. Jan-2021 IEEE Transactions on Neural Systems and Rehabilitation Engineering Paper Code 81.85% (10 fold CV) 85.46% BCIC_IV_2a BCIC_IV_2b CNN
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Network for Embedded Motor-Imagery Brain-Machine Interfaces Thorir Mar Ingolfsson et al. Oct-2020 IEEE International Conference on Systems, Man, and Cybernetics Paper Code 83.84% BCIC_IV_2a CNN
MMCNN: A multi-branch multi-scale convolutional neural network for motor imagery classification Jia, Ziyu, et al. Sep-2020 ECML-PKDD 2020 Paper Code 81.4%(5CV) 84.4%(5CV) BCIC_IV_2a (left hand, right hand) BCIC_IV_2b CNN
Interpretable and lightweight convolutional neural network for EEG decoding: Application to movement execution and imagination Davide Borra, et al. May-2020 Neural Networks Paper Code 91.2% 72.8% HGD BCIC_IV_2a CNN
Transfer Learning for Brain-Computer Interfaces: A Euclidean Space Data Alignment Approach He He, et al. Feb-2020 IEEE Transactions on Biomedical Engineering Paper Code 79.79% (LOSO) 73.53% (LOSO) BCIC_IV_1 BCIC_IV_2a CSP LDA
Classification of Motor Imagery Task by Using Novel Ensemble Pruning Approach Muhammad Ammar Ali, et al. Jan-2020 IEEE Tansactions of Fuzzy Systems Paper Code 0.7784(AUC) BCIC_II_III SVM
A Parallel Multiscale Filter Bank Convoluitonal Neural Networks for Motor Imagery EEG Classification Hao Wu, et al. Nov-2019 froniers in Neuroscience Paper Code 75.8% 84.3% 94.4% BCIC_IV_2a BCIC_IV_2b HGD CNN
A Multi-Branch 3D Convolutional Neural Network for EEG-Based Motor Imagery Classification Xinqiao Zhao, et al. Oct-2019 IEEE Transactions on Neural Systems and Rehabilitation Engineering Paper Code 64.4(Kappa) 75.015%(10 fold CV) BCIC_IV_2a 3D CNN
Deep Learning for EEG motor imagery classification based on multi-layer CNNs feature fusion Syed Umar Amin, et al. Jul-2019 Future Generation Computer Systems Paper Code 75.7% 95.4% BCIC_IV_2a HGD AE CNN
Sparse Group Representation Model for Motor Imagery EEG Classification Yong Jiao, et al. Mar-2019 IEEE Journal of Biomedical and Health Informatics Paper Code 78.2% 77.2% BCIC_IV_2b BCIC_III_IVa FBCSP Dictionary_leraning
Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks Siavash Sakhavi, et al. Nov-2018 IEEE Transactions on Neural Networks and Learning Systems Paper Code 74.46% BCIC_IV_2a CNN
EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces Vernon J Lawhern, et al. Jul-2018 Journal of Neural Enginnering Paper Code 68±a% BCIC_IV_2a CNN
Deep Learning With Convolutional Neural Networks for EEG Decoding and Visualization Robin Tibor Schirrmeister, et al. Aug-2017 Human Brain Mapping Paper Code 73.7% 93.9% 89.9(Kappa) 72.2% BCIC_IV_2a HGD BCIC_IV_2b MID CNN

Failed to reproduce

Title Author Date Publication Link Accuracy Dataset Model
A Multibranch of Convolutional Neural Network Models for Electroencephalogram-Based Motor Imagery Classification Ghadir Ali Altuwaijri and Ghulam Muhammad Jan-2022 Biosensors Paper Code 82.01% 95.3% BCIC_IV_2a HGD CNN
Motor imagery recognition with automatic EEG channel selection and deep learning Han Zhang, et al. Feb-2021 Journal of Neural Enginnering Paper Code 87.2% Private CNN SE
A Multi-Scale Fusion Convolutional Neural Network Based on Attention Mechanism for the Visualization Analysis of EEG Signals Decoding Donglin Li, et al. Dec-2020 IEEE Transactions on Neural Systems and Rehabilitation Engineering Paper Code 79.90% BCIC_IV_2a CNN
HS-CNN: a CNN with hybrid convolution scale for EEG motor imagery classification Guanhai Dai, et al. Jan-2020 Journal of Neural Enginnering Paper Code 91.57% 87.6% BCIC_IV_2a (left hand, right hand) BCIC_IV_2b CNN
Densely Feature Fusion Based on Convolutional Neural Networks for Motor Imagery EEG Classification Donglin li, et al. Sep-2019 IEEE Access Paper Code 79.90% (CV) BCIC_IV_2a CNN

Papers to read

Title Author Date Publication Link Accuracy Dataset Model
SincNet-Based Hybrid Neural Network for Motor Imagery EEG Decoding Chang Liu, et al. March-2022 IEEE Transactions on Neural Systems and Rehabilitation Engineering Paper Code 74.26% 83.49% BCIC_IV_2a BCIC_IV_2b CNN
Riemannian embedding banks for common spatial patterns with EEG-based SPD neural networks Yoon-Je Suh and Byung Hyung Kim 2021 AAAI Paper Code 52.4(mAP) BCIC_IV_2a SPDNet
Learning EEG topographical representation for classification via convolutional neural network Meiyan Xu, et al. Apr-2020 Pattern Recognition Paper Code 84.57% BCIC_IV_2a CNN
A Novel MI-EEG Imaging With the Location Information of Electrodes MING-AI LI, et al. Dec-2019 IEEE Access Paper Code 88.87% BCIC_IV_2a CNN
Multilevel Weighted Feature Fusion Using Convolutional Neural Networks for EEG Motor Imagery Classification Syed Umar Amin, et al. Jan-2019 IEEE Access Paper Code 74.5% BCIC_IV_2a CNN
Wavelet Transform Time-Frequency Image and Convolutional Network-Based Motor Imagery EEG Classification Baoguo Xu, et al. Dec-2018 IEEE Access Paper Code 92.75% 85.59% BCIC_III_2 BCIC_IV_2a CNN
Classification of multiple motor imagery using deep convolutional neural networks and spatial filters Brenda E. Olibas-Padilla, et al. Nov-2018 Applied Soft Computing Journal Paper Code 78.41% BCIC_IV_2a CNN
Exploring spatial-frequency-sequential relationships for motor imagery classification with recurrent neural network Tian-jian Luo, et al. Sep-2018 BMC Bioinformatics Paper Code 73.56% 82.75% BCIC_IV_2a BCIC_IV_2b RNN

Public Datasets

Dataset Subjects Classes Channels Sampling rate #Training per subject #Test per subject
BCIC_IV_2a 9 4 (rihgt hand, left hand, both feet, tongue) 22EEG 3EOG 250Hz 288 288
BCIC_IV_2b 9 2 (rihgt hand, left hand) 3EEG 3EOG 250Hz 400±a 320±a
HGD(High-Gamma Dataset) 14 4 (right hand, left hand, rest, feet) 128 ME-EEG 500Hz ~880 ~160