Deep learning with convolutional neural networks for EEG decoding and visualization
Schirrmeister, Robin Tibor, Springenberg, Jost Tobias, Fiederer, Lukas Dominique Josef, Glasstetter, Martin, Eggensperger, Katharina, Tangermann, Michael, Hutter, Frank, Burgard, Wolfram, Ball, Tonio
Published in Human brain mapping (01.11.2017)
Published in Human brain mapping (01.11.2017)
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Journal Article
The role of robot design in decoding error-related information from EEG signals of a human observer
Joos Behncke, Robin Tibor Schirrmeister, Burgard, Wolfram, Ball, Tonio
Published in arXiv.org (18.07.2018)
Published in arXiv.org (18.07.2018)
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Paper
Journal Article
Machine-Learning-Based Diagnostics of EEG Pathology
Lukas Alexander Wilhelm Gemein, Robin Tibor Schirrmeister, Chrabąszcz, Patryk, Wilson, Daniel, Boedecker, Joschka, Schulze-Bonhage, Andreas, Hutter, Frank, Ball, Tonio
Published in arXiv.org (11.02.2020)
Published in arXiv.org (11.02.2020)
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Paper
Journal Article
Brain Responses During Robot-Error Observation
Welke, Dominik, Joos Behncke, Hader, Marina, Robin Tibor Schirrmeister, Schönau, Andreas, Eßmann, Boris, Müller, Oliver, Burgard, Wolfram, Ball, Tonio
Published in arXiv.org (16.08.2017)
Published in arXiv.org (16.08.2017)
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Journal Article
Acting Thoughts: Towards a Mobile Robotic Service Assistant for Users with Limited Communication Skills
Burget, Felix, Lukas Dominique Josef Fiederer, Kuhner, Daniel, Völker, Martin, Aldinger, Johannes, Robin Tibor Schirrmeister, Do, Chau, Boedecker, Joschka, Nebel, Bernhard, Ball, Tonio, Burgard, Wolfram
Published in arXiv.org (12.06.2018)
Published in arXiv.org (12.06.2018)
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Paper
Journal Article
Deep learning with convolutional neural networks for EEG decoding and visualization
Robin Tibor Schirrmeister, Jost, Tobias Springenberg, Lukas Dominique Josef Fiederer, Glasstetter, Martin, Eggensperger, Katharina, Tangermann, Michael, Hutter, Frank, Burgard, Wolfram, Ball, Tonio
Published in arXiv.org (08.06.2018)
Published in arXiv.org (08.06.2018)
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Paper
Journal Article
Neurolinguistic and machine-learning perspectives on direct speech BCIs for restoration of naturalistic communication
Iljina, Olga, Derix, Johanna, Schirrmeister, Robin Tibor, Schulze-Bonhage, Andreas, Auer, Peter, Aertsen, Ad, Ball, Tonio
Published in Brain computer interfaces (Abingdon, England) (03.07.2017)
Published in Brain computer interfaces (Abingdon, England) (03.07.2017)
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Journal Article
Cross-Paradigm Pretraining of Convolutional Networks Improves Intracranial EEG Decoding
Behncke, Joos, Schirrmeister, Robin Tibor, Volker, Martin, Hammer, Jiri, Marusic, Petr, Schulze-Bonhage, Andreas, Burgard, Wolfram, Ball, Tonio
Published in 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC) (01.10.2018)
Published in 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC) (01.10.2018)
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Conference Proceeding
Hierarchical internal representation of spectral features in deep convolutional networks trained for EEG decoding
Hartmann, Kay Gregor, Schirrmeister, Robin Tibor, Ball, Tonio
Published in 2018 6th International Conference on Brain-Computer Interface (BCI) (01.01.2018)
Published in 2018 6th International Conference on Brain-Computer Interface (BCI) (01.01.2018)
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Conference Proceeding
TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks
Feuer, Benjamin, Schirrmeister, Robin Tibor, Cherepanova, Valeriia, Hegde, Chinmay, Hutter, Frank, Goldblum, Micah, Cohen, Niv, White, Colin
Year of Publication 16.02.2024
Year of Publication 16.02.2024
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Journal Article
Deep Riemannian Networks for End-to-End EEG Decoding
Wilson, Daniel, Schirrmeister, Robin Tibor, Gemein, Lukas Alexander Wilhelm, Ball, Tonio
Year of Publication 20.12.2022
Year of Publication 20.12.2022
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Journal Article
On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning
Wagner, Diane, Ferreira, Fabio, Stoll, Danny, Schirrmeister, Robin Tibor, Müller, Samuel, Hutter, Frank
Year of Publication 16.07.2022
Year of Publication 16.07.2022
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Journal Article