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Imagined speech EEG dataset — vowels condition (Nguyen et al. 2017)

nm000261 · 96 high-confidence citations

  1. A review on transfer learning in EEG signal analysis

    Zitong Wan, Rui Yang, Mengjie Huang, Nianyin Zeng, Xiaohui Liu · 2020 · Neurocomputing

    Cites data paper 469 citations

  2. Decoding speech perception from non-invasive brain recordings

    Alexandre Défossez, Charlotte Caucheteux, Jérémy Rapin, Ori Kabeli, Jean-Rémi King · 2023 · Nature Machine Intelligence

    Cites data paper 204 citations

  3. Imagined speech can be decoded from low- and cross-frequency intracranial EEG features

    Timothée Proix, Jaime Delgado Saa, Andy Christen, Stephanie Martin, Brian N. Pasley, Robert T. Knight, Xing Tian, David Poeppel, Werner K. Doyle, Orrin Devinsky, Luc H. Arnal, Pierre Mégevand, Anne-Lise Giraud · 2022 · Nature Communications

    Cites data paper 196 citations

  4. Neural Decoding of Imagined Speech and Visual Imagery as Intuitive Paradigms for BCI Communication

    Seo‐Hyun Lee, Minji Lee, Seong–Whan Lee · 2020 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 164 citations

  5. Decoding Covert Speech From EEG-A Comprehensive Review

    Jerrin Thomas Panachakel, Angarai Ganesan Ramakrishnan · 2021 · Frontiers in Neuroscience

    Cites data paper 152 citations

  6. Ultrathin crystalline-silicon-based strain gauges with deep learning algorithms for silent speech interfaces

    Taemin Kim, Yejee Shin, Kyowon Kang, Kiho Kim, Gwanho Kim, Yunsu Byeon, Hwayeon Kim, Yuyan Gao, Jeong Ryong Lee, Geonhui Son, Taeseong Kim, Yohan Jun, Ji-Hyun Kim, Jinyoung Lee, Seyun Um, Yoohwan Kwon, Byung Gwan Son, Myeongki Cho, Mingyu Sang, Jongwoon Shin, Kyubeen Kim, Jungmin Suh, Heekyeong Choi, Seok‐Jun Hong, Huanyu Cheng, Hong-Goo Kang, Dosik Hwang, Ki Jun Yu · 2022 · Nature Communications

    Cites data paper 130 citations

  7. Decoding Imagined and Spoken Phrases From Non-invasive Neural (MEG) Signals

    Debadatta Dash, Paul Ferrari, Jun Wang · 2020 · Frontiers in Neuroscience

    Cites data paper 128 citations

  8. Decoding spoken English from intracortical electrode arrays in dorsal precentral gyrus

    Guy H Wilson, Sergey D. Stavisky, Francis R. Willett, Donald T. Avansino, Jessica N. Kelemen, Leigh R. Hochberg, Jaimie M. Henderson, Shaul Druckmann, Krishna V. Shenoy · 2020 · Journal of Neural Engineering

    Cites data paper 113 citations

  9. Neurolinguistics Research Advancing Development of a Direct-Speech Brain-Computer Interface

    Ciaran Cooney, Raffaella Folli, Damien Coyle · 2018 · iScience

    Cites data paper 110 citations

  10. Evaluation of Hyperparameter Optimization in Machine and Deep Learning Methods for Decoding Imagined Speech EEG

    Ciaran Cooney, Attila Korik, Raffaella Folli, Damien Coyle · 2020 · Sensors

    Cites data paper 108 citations

  11. Envisioned speech recognition using EEG sensors

    Pradeep Kumar, Rajkumar Saini, Partha Pratim Roy, Pawan Kumar Sahu, Debi Prosad Dogra · 2017 · Personal and Ubiquitous Computing

    Cites data paper 105 citations

  12. Towards an EEG-based Intuitive BCI Communication System Using Imagined Speech and Visual Imagery

    Seo‐Hyun Lee, Minji Lee, Ji-Hoon Jeong, Seong–Whan Lee · 2019 · n/a

    Cites data paper 99 citations

  13. Optimizing Layers Improves CNN Generalization and Transfer Learning for Imagined Speech Decoding from EEG

    Ciaran Cooney, Raffaella Folli, Damien Coyle · 2019 · n/a

    Cites data paper 97 citations

  14. A State-of-the-Art Review of EEG-Based Imagined Speech Decoding

    Diego Lopez-Bernal, David Balderas, Pedro Ponce, Arturo Molina · 2022 · Frontiers in Human Neuroscience

    Cites data paper 96 citations

  15. Transfer learning in imagined speech EEG-based BCIs

    Jesús S. García‐Salinas, Luis Villaseñor-Pineda, Carlos A. Reyes-García, Alejandro A. Torres-García · 2019 · Biomedical Signal Processing and Control

    Cites data paper 91 citations

  16. EEG signal classification of imagined speech based on Riemannian distance of correntropy spectral density

    Mohamad Amin Bakhshali, Morteza Khademi, Abbas Ebrahimi-Moghadam, Sahar Moghimi · 2020 · Biomedical Signal Processing and Control

    Cites data paper 88 citations

  17. Silent EEG-Speech Recognition Using Convolutional and Recurrent Neural Network with 85% Accuracy of 9 Words Classification

    Darya Vorontsova, Ivan Menshikov, A. I. Zubov, K Orlov, Peter Rikunov, Ekaterina Zvereva, Lev Flitman, Anton Lanikin, Anna Sokolova, Sergei Markov, Alexandra Bernadotte · 2021 · Sensors

    Cites data paper 77 citations

  18. EEG-Transformer: Self-attention from Transformer Architecture for Decoding EEG of Imagined Speech

    Young-Eun Lee, Seo‐Hyun Lee · 2022 · n/a

    Cites data paper 77 citations

  19. Ultrasensitive textile strain sensors redefine wearable silent speech interfaces with high machine learning efficiency

    Chenyu Tang, Muzi Xu, Wentian Yi, Zibo Zhang, Edoardo Occhipinti, Chaoqun Dong, Dafydd Ravenscroft, Sung‐Min Jung, Sanghyo Lee, Shuo Gao, Jong Min Kim, Luigi G. Occhipinti · 2024 · npj Flexible Electronics

    Cites data paper 75 citations

  20. Multiscale Convolutional Transformer for EEG Classification of Mental Imagery in Different Modalities

    Hyung-Ju Ahn, Dae-Hyeok Lee, Ji-Hoon Jeong, Seong–Whan Lee · 2022 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 68 citations

  21. Machine-learning-enabled adaptive signal decomposition for a brain-computer interface using EEG

    Ashwin Kamble, Pradnya Ghare, Vinay Kumar · 2022 · Biomedical Signal Processing and Control

    Cites data paper 66 citations

  22. Deep-Learning-Based BCI for Automatic Imagined Speech Recognition Using SPWVD

    Ashwin Kamble, Pradnya Ghare, Vinay Kumar · 2022 · IEEE Transactions on Instrumentation and Measurement

    Cites data paper 66 citations

  23. Decoding Imagined Speech Based on Deep Metric Learning for Intuitive BCI Communication

    Dong-Yeon Lee, Minji Lee, Seong–Whan Lee · 2021 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 65 citations

  24. Temporal-spatial-frequency depth extraction of brain-computer interface based on mental tasks

    Li Wang, Weijian Huang, Zhao Yang, Chun Zhang · 2020 · Biomedical Signal Processing and Control

    Cites data paper 58 citations

  25. A Bimodal Deep Learning Architecture for EEG-fNIRS Decoding of Overt and Imagined Speech

    Ciaran Cooney, Raffaella Folli, Damien Coyle · 2021 · IEEE Transactions on Biomedical Engineering

    Cites data paper 56 citations

  26. Decoding Imagined Speech From EEG Using Transfer Learning

    Jerrin Thomas Panachakel, A. G. Ramakrishnan · 2021 · IEEE Access

    Cites data paper 53 citations

  27. Towards Voice Reconstruction from EEG during Imagined Speech

    Young-Eun Lee, Seo‐Hyun Lee, Sangho Kim, Seong–Whan Lee · 2023 · Proceedings of the AAAI Conference on Artificial Intelligence

    Cites data paper 51 citations

  28. EEG based direct speech BCI system using a fusion of SMRT and MFCC/LPCC features with ANN classifier

    P.P. Mini, Tessamma Thomas, R. Gopikakumari · 2021 · Biomedical Signal Processing and Control

    Cites data paper 50 citations

  29. 2020 International brain–computer interface competition: A review

    Ji-Hoon Jeong, Jeong-Hyun Cho, Young-Eun Lee, Seo‐Hyun Lee, Seo-Hyun Lee, Gi-Hwan Shin, Young-Seok Kweon, José del R. Millán, Klaus‐Robert Müller, Seong-Whan Lee, Seong-Whan Lee · 2022 · Frontiers in Human Neuroscience

    Cites data paper 49 citations

  30. Real-Time Deep Neurolinguistic Learning Enhances Noninvasive Neural Language Decoding for Brain–Machine Interaction

    Ji-Hoon Jeong, Jeong-Hyun Cho, Byeong-Hoo Lee, Seong–Whan Lee · 2022 · IEEE Transactions on Cybernetics

    Cites data paper 47 citations

  31. Spectral Analysis of EEG Signals for Automatic Imagined Speech Recognition

    Ashwin Kamble, Pradnya Ghare, Vinay Kumar, Ashwin Kothari, Avinash G. Keskar · 2023 · IEEE Transactions on Instrumentation and Measurement

    Cites data paper 44 citations

  32. Speech-imagery-based brain–computer interface system using ear-EEG

    Netiwit Kaongoen, Jae-Hoon Choi, Sungho Jo · 2020 · Journal of Neural Engineering

    Cites data paper 44 citations

  33. Hierarchical Deep Feature Learning for Decoding Imagined Speech from EEG

    Pramit Saha, Sidney Fels · 2019 · n/a

    Cites data paper 44 citations

  34. Imagined Speech Classification Using EEG and Deep Learning

    Mokhles M. Abdulghani, Wilbur L. Walters, Khalid H. Abed · 2023 · Bioengineering

    Cites data paper 43 citations

  35. Standardization-refinement domain adaptation method for cross-subject EEG-based classification in imagined speech recognition

    Magdiel Jiménez-Guarneros, Pilar Gómez‐Gil · 2020 · Pattern Recognition Letters

    Cites data paper 43 citations

  36. Endophasia

    Yongzhao Zhang, Wei‐Hsiang Huang, Chih-Yun Yang, Wenping Wang, Yi‐Chao Chen, Chuang-Wen You, Da-Yuan Huang, Guangtao Xue, Jiadi Yu · 2020 · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies

    Cites data paper 42 citations

  37. MEG Sensor Selection for Neural Speech Decoding

    Debadatta Dash, Alan Wisler, Paul Ferrari, Elizabeth M. Davenport, Joseph A. Maldjian, Jun Wang · 2020 · IEEE Access

    Cites data paper 40 citations

  38. EEG Representations of Spatial and Temporal Features in Imagined Speech and Overt Speech

    Seo-Hyun Lee, Minji Lee, Seong–Whan Lee · 2020 · Lecture notes in computer science

    Cites data paper 39 citations

  39. Electroencephalography‐based imagined speech recognition using deep long short‐term memory network

    Prabhakar Agarwal, Sandeep Kumar · 2022 · ETRI Journal

    Cites data paper 39 citations

  40. Decoding Imagined Speech using Wavelet Features and Deep Neural Networks

    Jerrin Thomas Panachakel, A. G. Ramakrishnan, T. Ananthapadmanabha · 2019 · n/a

    Cites data paper 39 citations

  41. Fast and accurate decoding of finger movements from ECoG through Riemannian features and modern machine learning techniques

    Lin Yao, Bingzhao Zhu, Mahsa Shoaran · 2022 · Journal of Neural Engineering

    Cites data paper 38 citations

  42. Analysis and classification of hybrid BCI based on motor imagery and speech imagery

    Li Wang, Xiaochu Liu, Zhongwei Liang, Zhao Yang, Xiao Hu · 2019 · Measurement

    Cites data paper 38 citations

  43. Recognition of grammatical class of imagined words from EEG signals using convolutional neural network

    Sahil Datta, Nikolaos V. Boulgouris · 2021 · Neurocomputing

    Cites data paper 36 citations

  44. The LightGBM-based classification algorithm for Chinese characters speech imagery BCI system

    Hongguang Pan, Zhuoyi Li, Tian Chen, Li Wang, Yunpeng Fu, Xuebin Qin, Fei Liu · 2022 · Cognitive Neurodynamics

    Cites data paper 34 citations

  45. Decoding imagined speech from EEG signals using hybrid-scale spatial-temporal dilated convolution network

    Fu Li, Weibing Chao, Yang Li, Boxun Fu, Youshuo Ji, Hao Wu, Guangming Shi · 2021 · Journal of Neural Engineering

    Cites data paper 32 citations

  46. DenseNet Based Speech Imagery EEG Signal Classification using Gramian Angular Field

    Md. Monirul Islam, Md Maruf Hossain Shuvo · 2019 · n/a

    Cites data paper 32 citations

  47. Toward Imagined Speech based Smart Communication System: Potential Applications on Metaverse Conditions

    Seo‐Hyun Lee, Young-Eun Lee, Seong–Whan Lee · 2022 · n/a

    Cites data paper 31 citations

  48. Decoding Speech from Intracortical Multielectrode Arrays in Dorsal “Arm/Hand Areas” of Human Motor Cortex

    Sergey D. Stavisky, Paymon G. Rezaii, Francis R. Willett, Leigh R. Hochberg, Krishna V. Shenoy, Jaimie M. Henderson · 2018 · n/a

    Cites data paper 30 citations

  49. The Role of Artificial Intelligence in Decoding Speech from EEG Signals: A Scoping Review

    Uzair Shah, Mahmood Alzubaidi, Farida Mohsen, Alaa Abd‐Alrazaq, Tanvir Alam, Mowafa Househ · 2022 · Sensors

    Cites data paper 30 citations

  50. Adaptive multi-degree of freedom Brain Computer Interface using online feedback: Towards novel methods and metrics of mutual adaptation between humans and machines for BCI

    Chuong Hoang Nguyen, George K. Karavas, Panagiotis Artemiadis · 2019 · PLoS ONE

    Cites data paper 28 citations

  51. Optimized Rational Dilation Wavelet Transform for Automatic Imagined Speech Recognition

    Ashwin Kamble, Pradnya Ghare, Vinay Kumar · 2023 · IEEE Transactions on Instrumentation and Measurement

    Cites data paper 27 citations

  52. Neural decoding of imagined speech from EEG signals using the fusion of graph signal processing and graph learning techniques

    Aref Einizade, Mohsen Mozafari, Shayan Jalilpour, Sara Bagheri, Sepideh Hajipour Sardouie · 2022 · Neuroscience Informatics

    Cites data paper 27 citations

  53. Intra-subject class-incremental deep learning approach for EEG-based imagined speech recognition

    Jesús S. García‐Salinas, Alejandro A. Torres-García, Carlos A. Reyes-García, Luis Villaseñor-Pineda · 2022 · Biomedical Signal Processing and Control

    Cites data paper 27 citations

  54. Speech Imagery Decoding Using EEG Signals and Deep Learning: A Survey

    Liying Zhang, Yueying Zhou, Peiliang Gong, Daoqiang Zhang · 2024 · IEEE Transactions on Cognitive and Developmental Systems

    Cites data paper 26 citations

  55. RNeuMark: A Riemannian EEG Analysis Framework for Neuromarketing

    Kostas Georgiadis, Fotis P. Kalaganis, Vangelis P. Oikonomou, Spiros Nikolopoulos, Nikos A. Laskaris, Ioannis Kompatsiaris · 2022 · Brain Informatics

    Cites data paper 26 citations

  56. Decoding Imagined Speech and Computer Control using Brain Waves

    Abhiram Singh, Ashwin Gumaste · 2021 · Journal of Neuroscience Methods

    Cites data paper 26 citations

  57. Restoring Speech Using Brain–Computer Interfaces

    Sergey D. Stavisky · 2025 · Annual Review of Biomedical Engineering

    Cites data paper 26 citations

  58. Riemannian Geometry-Based EEG Approaches: A Literature Review

    Imad Eddine Tibermacine, Samuele Russo, A. Tibermacine, A. Rabehi, B. Nail, Kamel Kadri, Christian Napoli · 2024 · ArXiv

    Cites data paper 26 citations

  59. Imagined Speech Classification Using Six Phonetically Distributed Words

    Yash Vardhan Varshney, Azizuddin Khan · 2022 · Frontiers in Signal Processing

    Cites data paper 25 citations

  60. EEG-based imagined words classification using Hilbert transform and deep networks

    Prabhakar Agarwal, Sandeep Kumar · 2023 · Multimedia Tools and Applications

    Cites data paper 25 citations

  61. Multiclass Classification of Imagined Speech Vowels and Words of Electroencephalography Signals Using Deep Learning

    Nrushingh Charan Mahapatra, Prachet Bhuyan · 2022 · Advances in Human-Computer Interaction

    Cites data paper 24 citations

  62. A Novel Deep Learning Architecture for Decoding Imagined Speech from EEG

    Jerrin Thomas Panachakel, A. G. Ramakrishnan, T. Ananthapadmanabha · 2020 · arXiv (Cornell University)

    Cites data paper 24 citations

  63. Adaptive LDA Classifier Enhances Real-Time Control of an EEG Brain–Computer Interface for Decoding Imagined Syllables

    Shizhe Wu, Kinkini Bhadra, Anne‐Lise Giraud, Silvia Marchesotti · 2024 · Brain Sciences

    Cites data paper 24 citations

  64. A Deep Spatio-Temporal Model for EEG-Based Imagined Speech Recognition

    Pradeep Kumar, Erik Scheme · 2021 · n/a

    Cites data paper 24 citations

  65. A novel online BCI system using speech imagery and ear-EEG for home appliances control

    Netiwit Kaongoen, Jae-Hoon Choi, Sungho Jo · 2022 · Computer Methods and Programs in Biomedicine

    Cites data paper 24 citations

  66. Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition

    Foteini Liwicki, Vibha Gupta, Rajkumar Saini, Kanjar De, Nosheen Abid, Sumit Rakesh, Scott Wellington, Holly Wilson, Marcus Liwicki, Johan Eriksson · 2023 · Scientific Data

    Cites data paper 23 citations

  67. A prototypical network for few-shot recognition of speech imagery data

    Jesús Alan Hernández-Galván, Graciela Ramírez-Alonso, Juan A. Ramírez-Quintana · 2023 · Biomedical Signal Processing and Control

    Cites data paper 23 citations

  68. Classification of imagined spoken word-pairs using convolutional neural networks

    Ciaran Cooney, Folli, Rafaella, Damien Coyle · 2020 · Ulster University Research Portal (Ulster University)

    Cites data paper 22 citations

  69. Speech2EEG: Leveraging Pretrained Speech Model for EEG Signal Recognition

    Jinzhao Zhou, Yiqun Duan, Yingying Zou, Yu‐Cheng Chang, Yu–Kai Wang, Chin‐Teng Lin · 2023 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 21 citations

  70. Manifold embedded instance selection to suppress negative transfer in motor imagery-based brain–computer interface

    Zilin Liang, Zheng Zheng, Weihai Chen, Zhongcai Pei, Jianhua Wang, Jianer Chen · 2023 · Biomedical Signal Processing and Control

    Cites data paper 20 citations

  71. Multivariate Dynamic Mode Decomposition for Automatic Imagined Speech Recognition Using Multichannel EEG Signals

    Alavala Siva Sankar Reddy, Ram Bilas Pachori · 2024 · IEEE Sensors Letters

    Cites data paper 20 citations

  72. Criminal psychological emotion recognition based on deep learning and EEG signals

    Qi Liu, Hongguang Liu · 2020 · Neural Computing and Applications

    Cites data paper 20 citations

  73. Wavelet feature selection of audio and imagined/vocalized EEG signals for ANN based multimodal ASR system

    Mini P.P., Tessamma Thomas, R. Gopikakumari · 2020 · Biomedical Signal Processing and Control

    Cites data paper 20 citations

  74. Electroencephalography based imagined alphabets classification using spatial and time‐domain features

    Prabhakar Agarwal, Sandeep Kumar · 2021 · International Journal of Imaging Systems and Technology

    Cites data paper 20 citations

  75. A Digital Twin-Driven Method for Product Performance Evaluation Based on Intelligent Psycho-Physiological Analysis

    Yixiong Feng, Mingdong Li, Shanhe Lou, Hao Zheng, Yicong Gao, Jianrong Tan · 2021 · Journal of Computing and Information Science in Engineering

    Cites data paper 19 citations

  76. EM-CSP: An efficient multiclass common spatial pattern feature method for speech imagery EEG signals recognition

    Danial Alizadeh, Hesam Omranpour · 2023 · Biomedical Signal Processing and Control

    Cites data paper 19 citations

  77. Towards imagined speech: Identification of brain states from EEG signals for BCI-based communication systems

    M V Haresh, B. Shameedha Begum · 2024 · Behavioural Brain Research

    Cites data paper 19 citations

  78. Rethinking the Methods and Algorithms for Inner Speech Decoding and Making Them Reproducible

    Foteini Liwicki, Vibha Gupta, Rajkumar Saini, Kanjar De, Marcus Liwicki · 2022 · NeuroSci

    Cites data paper 18 citations

  79. Covariation Informed Graph Slepians for Motor Imagery Decoding

    Kostas Georgiadis, Dimitrios A. Adamos, Spiros Nikolopoulos, Nikolaos Laskaris, Ioannis Kompatsiaris · 2021 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 18 citations

  80. A method from offline analysis to online training for the brain-computer interface based on motor imagery and speech imagery

    Li Wang, Weijian Huang, Zhao Yang, Xiao Hu, Chun Zhang · 2020 · Biomedical Signal Processing and Control

    Cites data paper 17 citations

  81. Opportunities, pitfalls and trade-offs in designing protocols for measuring the neural correlates of speech

    Ciaran Cooney, Raffaella Folli, Damien Coyle · 2022 · Neuroscience & Biobehavioral Reviews

    Cites data paper 17 citations

  82. Decoding covert speech for intuitive control of brain-computer interfaces based on single-trial EEG: a feasibility study

    Lea Tøttrup, Kasper Leerskov, J. T. Hadsund, Ernest Nlandu Kamavuako, R. L. Kaseler, Mads Jochumsen · 2019 · n/a

    Cites data paper 17 citations

  83. Exploring Inner Speech Recognition via Cross-Perception Approach in EEG and fMRI

    Jiahao Qin, Lu Zong, Feng Liu · 2024 · Applied Sciences

    Cites data paper 17 citations

  84. A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives

    Junhong Lai, Jiyu Wei, Lin Yao, Yueming Wang · 2025 · ArXiv

    Cites data paper 17 citations

  85. Multiclass classification of imagined speech EEG using noise-assisted multivariate empirical mode decomposition and multireceptive field convolutional neural network

    Hyeong-jun Park, Boreom Lee · 2023 · Frontiers in Human Neuroscience

    Cites data paper 16 citations

  86. Interpretation of a deep analysis of speech imagery features extracted by a capsule neural network

    José M. Macías-Macías, Juan A. Ramírez-Quintana, Mario I. Chacón-Murguía, Alejandro A. Torres-García, Luis F. Corral-Martínez · 2023 · Computers in Biology and Medicine

    Cites data paper 16 citations

  87. Decoding imagined speech with delay differential analysis

    Vinícius Rezende Carvalho, Eduardo Mazoni Andrade Marçal Mendes, Aria Fallah, Terrence J. Sejnowski, Lindy Comstock, Claudia Lainscsek · 2024 · Frontiers in Human Neuroscience

    Cites data paper 16 citations

  88. A novel Deep Capsule Neural Network for Vowel Imagery patterns from EEG signals

    Juan A. Ramírez-Quintana, José M. Macías-Macías, Graciela Ramírez-Alonso, Mario I. Chacón-Murguía, Luis F. Corral-Martínez · 2022 · Biomedical Signal Processing and Control

    Cites data paper 15 citations

  89. Learning to operate an imagined speech Brain-Computer Interface involves the spatial and frequency tuning of neural activity

    Kinkini Bhadra, Anne‐Lise Giraud, Silvia Marchesotti · 2025 · Communications Biology

    Cites data paper 15 citations

  90. Ensemble-based feature engineering mechanism to decode imagined speech from brain signals

    Uzair Shah, Mahmood Alzubaidi, Farida Mohsen, Tanvir Alam, Mowafa Househ · 2024 · Informatics in Medicine Unlocked

    Cites data paper 14 citations

  91. Exploring inter-trial coherence for inner speech classification in EEG-based brain–computer interface

    Diego Lopez-Bernal, David Balderas, Pedro Ponce, Arturo Molina · 2024 · Journal of Neural Engineering

    Cites data paper 14 citations

  92. Classification of imagined speech of vowels from EEG signals using multi-headed CNNs feature fusion network

    Smita Tiwari, Shivani Goel, Arpit Bhardwaj · 2024 · Digital Signal Processing

    Cites data paper 14 citations

  93. Wavelet filterbank‐based EEG rhythm‐specific spatial features for covert speech classification

    Sukanya Biswas, Rohit Sinha · 2021 · IET Signal Processing

    Cites data paper 14 citations

  94. Classification of Imagined Speech Signals Using Functional Connectivity Graphs and Machine Learning Models

    Anand Mohan, R. S. Anand · 2025 · Brain Topography

    Cites data paper 14 citations

  95. Iterative Outlier Removal Clustering Based Time-Frequency-Spatial Feature Selection for Binary EEG Motor Imagery Decoding

    Yue Ma, Xinyu Wu, Liangsheng Zheng, Pengchen Lian, Yang Xiao, Zhengkun Yi · 2022 · IEEE Transactions on Instrumentation and Measurement

    Cites data paper 13 citations

  96. Optimized CNN‐Bi‐LSTM–Based BCI System for Imagined Speech Recognition Using FOA‐DWT

    Meenakshi Bisla, Radhey Shyam Anand · 2024 · Advances in Human-Computer Interaction

    Cites data paper 13 citations

4 lower-confidence citations (not counted)
  1. Deep Learning in EEG-Based BCIs: A Comprehensive Review of Transformer Models, Advantages, Challenges, and Applications

    Berdakh Abibullaev, Aigerim Keutayeva, Amin Zollanvari · 2023 · IEEE Access

    Cites data paper 126 citations

  2. Direct-Sense Brain–Computer Interfaces and Wearable Computers

    Chin‐Teng Lin, Thomas Do · 2020 · IEEE Transactions on Systems Man and Cybernetics Systems

    Cites data paper 57 citations

  3. A Survey of Few-Shot Learning for Biomedical Time Series

    Chenqi Li, Timothy Denison, Tingting Zhu · 2024 · IEEE Reviews in Biomedical Engineering

    Cites data paper 22 citations

  4. Cyborg Soldier 2050: Human/Machine Fusion and the Implications for the Future of the DoD

    Peter Emanuel, Scott A. Walper, Diane DiEuliis, Natalie Klein, James B. Petro, James Giordano · 2019 · n/a

    Cites data paper 14 citations