- 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
- 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
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Cites dataset 50 citations
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- EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer
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Jiaqi Wang, Zhenxi Song, Zhengyu Ma, Xipeng Qiu, Min Zhang, Zhiguo Zhang · 2024 · n/a
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- Systematic Review of EEG-Based Imagined Speech Classification Methods
Salwa Alzahrani, H. Banjar, Rsha Mirza · 2024 · Sensors (Basel, Switzerland)
Cites data paper 29 citations
- Imagined Speech Classification Using Six Phonetically Distributed Words
Yash Vardhan Varshney, Azizuddin Khan · 2022 · Frontiers in Signal Processing
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- 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
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- Human emotion recognition from EEG signals: model evaluation in DEAP and SEED datasets
F. Gasparini, Elisa Cazzaniga, A. Saibene · 2022 · ArXiv
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- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
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Wenjing Xiong, Lin Ma, Haifeng Li · 2025 · Frontiers in Neuroscience
Cites data paper 10 citations
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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
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Giulia Cisotto, D. Chicco · 2024 · PeerJ Computer Science
Cites data paper 9 citations
- 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
- 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
- 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
- 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
- Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation
Xiaozhao Liu, Dinggang Shen, Xihui Liu · 2025 · ArXiv
Cites data paper 6 citations
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
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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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- Rapid Calibration for Cross-Subject Imagined Speech Decoding Toward Restoring Communication
Sanae Belfrouh, Rahhal Errattahi, Fatima Zahra Salmam · 2026 · Odyssey 2026
Cites data paper
- 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
- 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
- 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
- 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
- Hierarchic-EEG2Text: Assessing EEG-To-Text Decoding across Hierarchical Abstraction Levels
Anupam Sharma, Harish Katti, Prajwal Singh, Shanmuganathan Raman, K. Miyapuram · 2026 · ArXiv
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- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- Inner Speech
Nicolás Nieto, Victoria Peterson, Hugo Rufiner, Juan Kamienkowski, Ruben Spies · 2026 · Open MIND
Cites dataset
No citations of that kind for this dataset.