← All datasets

Inner Speech

on003626 · 71 high-confidence citations

  1. ETS: Open Vocabulary Electroencephalography-To-Text Decoding and Sentiment Classification

    M. Masry, Mohamed.S.Mohamed Amen, Mohamed Elzyat, Mohamed Hamed, Norhan Magdy, Maram Khaled · 2025 · ArXiv

    Cites data paper 137 citations

  2. Thinking out loud, an open-access EEG-based BCI dataset for inner speech recognition

    Nicolás Nieto, Victoria Peterson, Hugo Leonardo Rufiner, Juan E. Kamienkowski, Rubén D. Spies · 2022 · Scientific Data

    Cites dataset 119 citations

  3. An Approach toward Artificial Intelligence Alzheimer’s Disease Diagnosis Using Brain Signals

    Seyed‐Ali Sadegh‐Zadeh, Elham Fakhri, Mahboobe Bahrami, Elnaz Bagheri, Razieh Khamsehashari, Maryam Noroozıan, Amir M. Hajiyavand · 2023 · Diagnostics

    Cites dataset 50 citations

  4. Open multimodal iEEG-fMRI dataset from naturalistic stimulation with a short audiovisual film

    Julia Berezutskaya, Mariska J. Vansteensel, Erik J. Aarnoutse, Zachary V. Freudenburg, Giovanni Piantoni, Mariana P. Branco, Nick F. Ramsey · 2022 · Scientific Data

    Cites data paper 40 citations

  5. EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer

    Hanwen Liu, Daniel Hajialigol, Benny Antony, Aiguo Han, Xuan Wang · 2024 · ArXiv

    Cites data paper 38 citations

  6. Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder

    Jiaqi Wang, Zhenxi Song, Zhengyu Ma, Xipeng Qiu, Min Zhang, Zhiguo Zhang · 2024 · n/a

    Cites data paper 32 citations

  7. Systematic Review of EEG-Based Imagined Speech Classification Methods

    Salwa Alzahrani, H. Banjar, Rsha Mirza · 2024 · Sensors (Basel, Switzerland)

    Cites data paper 29 citations

  8. Imagined Speech Classification Using Six Phonetically Distributed Words

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

    Cites data paper 25 citations

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

    Liying Zhang, Yueying Zhou, Peiliang Gong, Daoqiang Zhang · 2025 · IEEE Transactions on Cognitive and Developmental Systems

    Cites data paper 22 citations

  10. Human emotion recognition from EEG signals: model evaluation in DEAP and SEED datasets

    F. Gasparini, Elisa Cazzaniga, A. Saibene · 2022 · ArXiv

    Cites data paper 18 citations

  11. Rethinking the Methods and Algorithms for Inner Speech Decoding - and Making them Reproducible

    Foteini Liwicki, Vibha Gupta, Rajkumar Saini, Kanjar De, Marcus Liwicki · 2022 · bioRxiv (Cold Spring Harbor Laboratory)

    Cites data paper 17 citations

  12. BELT: Bootstrapped EEG-to-Language Training by Natural Language Supervision

    Jinzhao Zhou, Yiqun Duan, Yu-Cheng Chang, Yu-kai Wang, Chin-Teng Lin · 2024 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 17 citations

  13. Deep Representation Learning for Open Vocabulary Electroencephalography-to-Text Decoding

    H. Amrani, D. Micucci, Paolo Napoletano · 2023 · IEEE Journal of Biomedical and Health Informatics

    Cites data paper 17 citations

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

    F. Simistira Liwicki, Vibha Gupta, Rajkumar Saini, K. De, N. Abid, S. Rakesh, Scott Wellington, Holly Wilson, M. Liwicki, J. Eriksson · 2022 · Scientific Data

    Cites data paper 16 citations

  15. SEE: Semantically Aligned EEG-to-Text Translation

    Yitian Tao, Yan Liang, Luoyu Wang, Yongqing Li, Qing Yang, Han Zhang · 2024 · ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

    Cites data paper 15 citations

  16. Imagined Speech Reconstruction From Neural Signals—An Overview of Sources and Methods

    Jiye Tang, Junxin Chen, Xu Xu, Aiping Liu, Xun Chen · 2024 · IEEE Transactions on Instrumentation and Measurement

    Cites data paper 13 citations

  17. BELT-2: Bootstrapping EEG-to-Language representation alignment for multi-task brain decoding

    Jinzhao Zhou, Yiqun Duan, Fred Chang, T. Do, Yu-kai Wang, Chin-Teng Lin · 2024 · ArXiv

    Cites data paper 12 citations

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

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

    Cites data paper 11 citations

  19. Synthesizing intelligible utterances from EEG of imagined speech

    Wenjing Xiong, Lin Ma, Haifeng Li · 2025 · Frontiers in Neuroscience

    Cites data paper 10 citations

  20. Paradigms and methods of noninvasive brain-computer interfaces in motor or communication assistance and rehabilitation: a systematic review

    Jianjun Meng, Yuxuan Wei, Ximing Mai, Songwei Li, Xu Wang, Ruijie Luo, Minghao Ji, Xiangyang Zhu · 2025 · Medical & Biological Engineering & Computing

    Cites data paper 9 citations

  21. Ten quick tips for clinical electroencephalographic (EEG) data acquisition and signal processing

    Giulia Cisotto, D. Chicco · 2024 · PeerJ Computer Science

    Cites data paper 9 citations

  22. Deep Unsupervised Representation Learning for Feature-Informed EEG Domain Extraction

    Han Wei Ng, Cuntai Guan · 2023 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 9 citations

  23. An open-access EEG dataset for speech decoding: Exploring the role of articulation and coarticulation

    João Pedro Carvalho Moreira, V. R. Carvalho, E. M. Mendes, A. Fallah, T. Sejnowski, C. Lainscsek, Lindy Comstock · 2022 · bioRxiv

    Cites data paper 9 citations

  24. Decoding EEG Speech Perception with Transformers and VAE-based Data Augmentation

    Terrance Yu-Hao Chen, Yulin Chen, Pontus Soederhaell, Sadrishya Agrawal, Kateryna Shapovalenko · 2025 · ArXiv

    Cites data paper 8 citations

  25. Identification of perceived sentences using deep neural networks in EEG

    Carlos Valle, C. Méndez-Orellana, Christian Herff, María Rodriguez-Fernandez · 2024 · Journal of Neural Engineering

    Cites data paper 8 citations

  26. Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation

    Xiaozhao Liu, Dinggang Shen, Xihui Liu · 2025 · ArXiv

    Cites data paper 6 citations

  27. Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding

    Mostafa El Gedawy, Omnia Nabil, Omar Mamdouh, Mahmoud Nady, Nour Alhuda Adel, Ahmed Fares · 2025 · ArXiv

    Cites data paper 6 citations

  28. BELT: Bootstrapping Electroencephalography-to-Language Decoding and Zero-Shot Sentiment Classification by Natural Language Supervision

    Jinzhao Zhou, Yiqun Duan, Yu-Cheng Chang, Yu-kai Wang, Chin-Teng Lin · 2023 · ArXiv

    Cites data paper 6 citations

  29. Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer

    Muyun Jiang, Yi Ding, Wei Zhang, Kok Ann Colin Teo, LaiGuan Fong, Shuailei Zhang, Zhiwei Guo, Chenyu Liu, Raghavan Bhuvanakantham, W. K. Sim, Chuan Huat Vince Foo, Rong Hui Jonathan Chua, P. Padmanabhan, Victoria Leong, Jia Lu, Balázs Gulyás, Cuntai Guan · 2025 · ArXiv

    Cites data paper 5 citations

  30. Towards Linguistic Neural Representation Learning and Sentence Retrieval from Electroencephalogram Recordings

    Jinzhao Zhou, Yiqun Duan, Ziyi Zhao, Yu-Cheng Chang, Yu-kai Wang, T. Do, Chin-Teng Lin · 2024 · Proceedings of the 1st International Workshop on Brain-Computer Interfaces (BCI) for Multimedia Understanding

    Cites data paper 5 citations

  31. How does artificial intelligence contribute to iEEG research?

    J. Berezutskaya, Anne-Lise Saive, K. Jerbi, M. Gerven · 2022 · n/a

    Cites data paper 5 citations

  32. Ensemble Machine Learning Model for Inner Speech Recognition: A Subject-Specific Investigation

    Shahamat Mustavi Tasin, Muhammad E. H. Chowdhury, Shona Pedersen, Malek Chabbouh, Diala Bushnaq, Raghad Aljindi, Saidul Kabir, Anwarul Hasan · 2026 · IEEE Access

    Cites data paper 5 citations

  33. Enhancing the Classification Accuracy of EEG-Informed Inner Speech Decoder Using Multi-Wavelet Feature and Support Vector Machine

    Mokhles M. Abdulghani, Wilbur L. Walters, Khalid H. Abed · 2024 · IEEE Access

    Cites data paper 5 citations

  34. Deep learning for inner speech recognition: a pilot comparative study of EEGNet and a spectro-temporal Transformer on bimodal EEG-fMRI data

    Ahmad H. Milyani, Eyad Talal Attar · 2025 · Frontiers in Human Neuroscience

    Cites dataset 5 citations

  35. SingLEM: Single-Channel Large EEG Model

    Jamiyan Sukhbaatar, S. Imamura, Ibuki Inoue, Shoya Murakami, Kazi Mahmudul Hassan, Seungwoo Han, Ingon Chanpornpakdi, Toshihisa Tanaka · 2025 · ArXiv

    Cites data paper 3 citations

  36. Neural-Driven Image Editing

    P. Zhou, Jie Xia, Xiaopeng Peng, Wangbo Zhao, Zilong Ye, Zekai Li, Suorong Yang, Jiadong Pan, Yuanxiang Chen, Ziqiao Wang, Kai Wang, Qian Zheng, Xiaojun Chang, Gang Pan, Shurong Dong, Kaipeng Zhang, Yang You · 2025 · ArXiv

    Cites data paper 3 citations

  37. Inner speech classification using inter-trial coherence framework for feature extraction

    Diego Lopez-Bernal, David C. Balderas, P. Ponce, Arturo Molina · 2023 · 2023 19th International Symposium on Medical Information Processing and Analysis (SIPAIM)

    Cites data paper 3 citations

  38. Assembling the Mind's Mosaic: Towards EEG Semantic Intent Decoding

    Jiahe Li, Junru Chen, Fanqi Shen, Jialan Yang, Jada Li, Zhizhang Yuan, Baowen Cheng, Meng Li, Yang Yang · 2026 · ArXiv

    Cites data paper 2 citations

  39. LEAF: Language-EEG Aligned Foundation Model for Brain-Computer Interfaces

    Muyun Jiang, Shuailei Zhang, Zhenjie Yang, Mengjun Wu, Weibang Jiang, Zhiwei Guo, Wei Zhang, Rui Liu, Shangen Zhang, Yong Li, Yi Ding, Cuntai Guan · 2025 · n/a

    Cites data paper 2 citations

  40. EEG-based speech imagery decoding by dynamic hypergraph learning within projected and selected feature subspaces

    Yibing Li, Zhenye Zhao, Jiangchuan Liu, Yong Peng, Kenneth P. Camilleri, Wangzeng Kong, Andrzej Cichocki · 2025 · Journal of Neural Engineering

    Cites data paper 2 citations

  41. Neural signals, machine learning, and the future of inner speech recognition

    Adiba Tabassum Chowdhury, Ahmed Hassanein, Aous N. Al Shibli, Youssuf Khanafer, M. N. AbuHaweeleh, Shona Pedersen, Muhammad E. H. Chowdhury · 2025 · Frontiers in Human Neuroscience

    Cites data paper 2 citations

  42. Cueless EEG Imagined Speech for Subject Identification: Dataset and Benchmarks

    Ali Derakhshesh, Zahra Dehghanian, Reza Ebrahimpour, Hamid R. Rabiee · 2025 · IEEE Transactions on Biometrics, Behavior, and Identity Science

    Cites data paper 2 citations

  43. Exploring the topographical and time-frequency representations of electroencephalography (EEG) for inner speech decoding

    Yingshi Huang, Su Liu · 2024 · n/a

    Cites data paper 2 citations

  44. ArEEG_Chars: Dataset for Envisioned Speech Recognition using EEG for Arabic Characters

    Hazem Darwish, Abdalrahman Al Malah, Khloud Al Jallad, Nada Ghneim · 2024 · ArXiv

    Cites data paper 2 citations

  45. A Review on Applications of Electroencephalogram: Includes Imagined Speech

    S. Santhakumari, J Kamalakannan · 2024 · International Journal of Advanced Computer Science and Applications

    Cites data paper 1 citations

  46. The Multiverse of Time Series Machine Learning: an Archive for Multivariate Time Series Classification

    Matthew Middlehurst, A. Rushbrooke, Ali Ismail-Fawaz, M. Devanne, G. Forestier, Angus Dempster, Geoffrey I. Webb, Christopher Holder, Anthony J. Bagnall · 2026 · ArXiv

    Cites data paper 1 citations

  47. Multi-View Manifold-Adaptive Kernel Regression for Speech Classification From EEG Signals

    Xie He, Qiquan Cui, Changwei Wu, Yong Peng, Wangzeng Kong · 2026 · IEEE Signal Processing Letters

    Cites data paper 1 citations

  48. Time Series Machine Learning for Classifying Electroencephalograms

    A. Rushbrooke, Saber Sami, Matthew Middlehurst, Tony Bagnall · 2026 · J. Data-centric Mach. Learn. Res.

    Cites data paper 1 citations

  49. Adaptive Multi-Granularity Information Exploration for EEG-Based Speech Recognition

    Guoguo Ye, Qiqi Chen, Zhiyang Kong, Ming Zhou, Yong Peng · 2025 · IEEE Signal Processing Letters

    Cites data paper 1 citations

  50. ELASTIQ: EEG-Language Alignment with Semantic Task Instruction and Querying

    Muyun Jiang, Shuailei Zhang, Zhenjie Yang, Mengjun Wu, Weibang Jiang, Zhiwei Guo, Wei Zhang, Rui Liu, Shangen Zhang, Yong Li, Yi Ding, Cuntai Guan · 2025 · ArXiv

    Cites data paper 1 citations

  51. iTa-DFiE: An Innovative Tensor Algebra-Based Detection Framework for Incomplete Noninvasive Electroencephalography

    Ngoc Anh Thi Nguyen, Q. Tao, Hyung-Jeong Yang, Hieu Trung Huynh, Nguyen Tran Quoc Vinh, Duy Khanh Ninh · 2024 · IEEE Access

    Cites data paper 1 citations

  52. STCCA: Spatial–Temporal Coupled Cross-Attention Through Hierarchical Network for EEG-Based Speech Recognition

    Liang Dong, Hengyi Shao, Lin Zhang, Lei Li · 2025 · Sensors

    Cites dataset 1 citations

  53. Paradigm fusion learning from overt and silent chinese speech based on pseudo-siamese multiscale capsule neural network

    Jingyu Gu, John Q. Gan, Haixian Wang · 2025 · Speech Communication

    Cites data paper

  54. Continuous and discrete decoding of overt speech with electroencephalography

    Alexander Craik, Heather Dial, José L. Contreras-Vidal · 2024 · bioRxiv (Cold Spring Harbor Laboratory)

    Cites data paper

  55. Rapid Calibration for Cross-Subject Imagined Speech Decoding Toward Restoring Communication

    Sanae Belfrouh, Rahhal Errattahi, Fatima Zahra Salmam · 2026 · Odyssey 2026

    Cites data paper

  56. A 1000-hour EEG-EMG-audio dataset of Japanese speech production

    Motoshige Sato, Ilya Horiguchi, Masakazu Inoue, Kenichi Tomeoka, Eri Hatakeyama, Yuya Kita, A. Yamamoto, Ippei Fujisawa, Shuntaro Sasai · 2026 · n/a

    Cites data paper

  57. Artificial intelligence for brain-to-speech decoding in paralysis: a systematic review

    Sanae Belfrouh, Fatima Zahra Salmam, Rahhal Errattahi, Mohamed Hanine, W. Obidallah, Hisham A. Alhulayyil · 2026 · BMC Medical Informatics and Decision Making

    Cites data paper

  58. Cross-subject generalization for EEG decoding: a survey of deep learning methods

    Taida Li, Yujun Yan, Fei Dou, Wenzhan Song, Xiang Zhang · 2026 · Progress in Biomedical Engineering

    Cites data paper

  59. Silent Speech Interfaces in the Era of Large Language Models: A Comprehensive Taxonomy and Systematic Review

    Kele Xu, Yifan Wang, Ming Feng, Qisheng Xu, Wuyang Chen, Yutao Dou, Cheng Yang, Huaimin Wang · 2026 · n/a

    Cites data paper

  60. Hierarchic-EEG2Text: Assessing EEG-To-Text Decoding across Hierarchical Abstraction Levels

    Anupam Sharma, Harish Katti, Prajwal Singh, Shanmuganathan Raman, K. Miyapuram · 2026 · ArXiv

    Cites data paper

  61. A Novel Machine Learning Model for Non-Invasive EEG-Based Inner-Speech Translation in ALS

    A. Steiner · 2026 · 2026 14th International Conference on Brain-Computer Interface (BCI)

    Cites data paper

  62. Deep Learning Reveals Cross-Modal Neural Representations of Auditory and Visual Mental Imagery in MEG

    Alina Schüller, Constantin Jehn, Marietta Stegmaier, Jasmin Riegel, Tobias Reichenbach · 2026 · bioRxiv

    Cites data paper

  63. BrainStack: Neuro-MoE with Functionally Guided Expert Routing for EEG-Based Language Decoding

    Ziyi Zhao, Jinzhao Zhou, Xiaowei Jiang, Beining Cao, Wenhao Ma, Yangyi Shen, Ren Li, Yu-kai Wang, Chin-Teng Lin · 2026 · ArXiv

    Cites data paper

  64. P2CSL: cross-subject EEG classification by subspace class prototype-based progressive confident target sample labeling

    Kaiyin Lian, Honggang Liu, Zhewei Fang, Yong Peng, Natasha Padfield, Bing Yang, Wangzeng Kong, Andrzej Cichocki · 2025 · Journal of Neural Engineering

    Cites data paper

  65. ECIS: EEG Based Classifier for Inner Speech

    Dominique Isaac, Leya Elizabeth Sunny, R. T. Paul, Rotney Roy Meckamalil, R. Raju, Akash Ajayan · 2025 · Journal of Information Systems Engineering and Management

    Cites data paper

  66. ArEEG_Words: Dataset for Envisioned Speech Recognition using EEG for Arabic Words

    Hazem Darwish, Abdalrahman Al Malah, Khloud Al Jallad, Nada Ghneim · 2024 · ArXiv

    Cites data paper

  67. Parla! A proposal for a Brain-Computer Interface assistive communication software protocol to translate thought to speech for deaf, hard of hearing or individuals with severe paralysis by using brain waves signal datasets obtained from a brain implant

    Cicero Inacio Da Silva, Jose Leoberto Soares Filho, Jane de Almeida, Diego R. B. da Silva, Brett Stalbaum, Marcelo de Abreu Borges · 2023 · 2023 18th Iberian Conference on Information Systems and Technologies (CISTI)

    Cites data paper

  68. Investigating the addition of singing imagery as a control task in motor imagery BCI

    Hadi Mohammadpour, S. Power · 2022 · 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)

    Cites data paper

  69. Toward Reliable Imagined-Speech Brain–Computer Interfaces: Subject-Independent Electroencephalogram Classification Using a Rational-Dilation Wavelet Transform and Ensemble Learning

    Salwa Alzahrani, H. Banjar, Rsha Mirza · 2025 · IEEE Access

    Cites data paper

  70. Time Series Machine Learning for Classifying Electroencephalograms

    Aiden Rushbrooke, Saber Sami, Matthew Middlehurst, Anthony Bagnall · 2026 · UEA Digital Repository (University of East Anglia)

    Cites dataset

  71. Inner Speech

    Nicolás Nieto, Victoria Peterson, Hugo Rufiner, Juan Kamienkowski, Ruben Spies · 2026 · Open MIND

    Cites dataset

1 lower-confidence citations (not counted)
  1. AI for Biomedicine in the Era of Large Language Models

    Zhenyu Bi, Sajib Acharjee Dip, Daniel Hajialigol, Sindhura Kommu, Hanwen Liu, Meng Lu, Xuan Wang · 2024 · ArXiv

    Cites data paper 13 citations