Publications
- Bruce Denby, Tamás Gábor Csápo, Michael Wand: Future Speech Interfaces with Sensors and Machine Intelligence.
Sensors 23(4), 2023.
- Mikhail Andronov, Varvara Voinarovska, Natalia Andronova, Michael Wand, Djork-ArnéClevert, Jürgen Schmidhuber: Reagent prediction with a molecular transformer improves reaction data quality.
Chemical Science, vol. 14, pp. 3235 -- 3246, 2023.
- Michael Wand, Morten B. Kristoffersen, Andreas W. Franzke, Jürgen Schmidhuber: Analysis of Neural Network based Proportional Myoelectric Hand Prosthesis Control.
IEEE Transactions on Biomedical Engineering, vol. 69(7), pp. 2283 - 2293, 2022.
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Morten B. Kristoffersen, Andreas W. Franzke, Raoul M. Bongers, Michael Wand, Alessio Murgia, Corry K. van der Sluis:
User training for machine learning controlled upper limb prostheses: a serious game approach.
Journal of NeuroEngineering and Rehabilitation, vol. 18, art. 32, 2021.
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Tanja Schultz, Michael Wand, Thomas Hueber, Dean J. Krusienski, Christian Herff, Jonathan S. Brumberg:
Biosignal-Based Spoken Communication: A Survey.
IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 25(12), 2017, pp. 2257 - 2271.
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Michael Wand, Matthias Janke, Tanja Schultz:
Tackling Speaking Mode Varieties in EMG-Based Speech Recognition.
IEEE Transactions on Biomedical Engineering, vol. 61(10), 2014, pp. 2515 - 2526.
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Michael Wand, Matthias Janke, Till Heistermann, Christopher Schulte, Adam Himmelsbach, Tanja Schultz:
Application of Electrode Arrays for Artifact Removal in an Electromyographic Silent Speech Interface.
Communications in Computer and Information Science, vol. 452, pp. 300 - 312.
Biomedical Engineering Systems and Technologies International Joint Conference, BIOSTEC 2013,
Barcelona, Spain. Revised Selected Papers.
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Tanja Schultz, Christoph Amma, Dominic Heger, Felix Putze, Michael Wand:
Biosignale-basierte Mensch-Maschine-Schnittstellen.
at - Automatisierungstechnik, vol. 61(11), 2013, pp. 760 - 769.
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Tanja Schultz, Michael Wand:
Modeling Coarticulation in EMG-based Continuous Speech Recognition.
Speech Communication Journal, vol. 52(4), 2010, pp. 341 - 353.
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Michael Wand, Tanja Schultz:
Speaker-Adaptive Speech Recognition Based on Surface Electromyography.
Communications in Computer and Information Science, vol. 52, pp. 271 - 285
Biomedical Engineering Systems and Technologies International Joint Conference, BIOSTEC 2009
2009, Porto, Portugal. Revised Selected Papers.
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Guido Schneider, Hannes Uecker, and Michael Wand:
Interaction of Modulated Pulses in Nonlinear Oscillator Chains.
Journal of Difference Equations and Applications, vol. 17(3), 2011, pp. 279 - 298
Peer-reviewed conference publications
2021
2020
- Inma Hernáez Rioja, Jose A. Gonzalez-Lopez, Eva Navas, Jose Luis Pérez Córdoba, Ibon Saratxaga, Gonzalo Olivares, Jon Sanchez, Alberto Galdón,
Victor García Romillo, Míriam González-Atienza, Tanja Schultz, Phil D. Green, Michael Wand, Ricard Marxer, Lorenz Diener:
Voice Restoration with Silent Speech Interfaces (ReSSInt).
Proc. Iberspeech, 2020 (held in 2021), pp. 130 - 134.
- Michael Wand, Jürgen Schmidhuber: Fusion Architectures for Word-based Audiovisual Speech Recognition.
Proc. of the 21st Annual Conference of the International Speech Communication Association (Interspeech), 2020, pp. 3491 - 3495.
- Krsto Proroković, Michael Wand, Jürgen Schmidhuber: Meta-Learning for Recalibration of EMG-Based Upper Limb Prostheses.
Proc. of the 7th ICML Workshop on Automated Machine Learning (AutoML), 2020.
- Luigi Fiorillo, Michael Wand, Italo Marino, Paolo Favaro, Francesca D. Faraci: Temporal dependency in automatic sleep scoring via deep learning based architectures: An empirical study.
Proc. of the 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2020.
- Matteo Riva, Michael Wand, Jürgen Schmidhuber: Motion Dynamics Improve Speaker-independent Lipreading.
Proc. of the 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020.
2019
2018
- Michael Wand, Tanja Schultz, Jürgen Schmidhuber: Domain-Adversarial Training for Session Independent EMG-based Speech Recognition.
Proc. of the 19th Annual Conference of the International Speech Communication Association (Interspeech), 2018, pp. 3167 - 3171.
- Michael Wand, Thang Vu, Jürgen Schmidhuber: Investigations on End-to-End Audiovisual Fusion.
Proc. of the 43th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2018, pp.3041 - 3045.
2017
2016
2014
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Niyawadee Jib Srisuwan, Chusak Limsakul, Pornchai Phukpattaranont, Tanja Schultz, Michael Wand, Matthias Janke:
Enhancement of EMG-based Thai Number Words Classification using Frame-based Time Domain Feature with Stacking Filter
Proceedings of 2014 APSIPA Annual Summit and Conference, 2014.
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Michael Wand, Tanja Schultz:
Pattern Learning with Deep Neural Networks in EMG-based Speech Recognition.
Proc. of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2014, pp. 4200 - 4203.
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Michael Wand, Tanja Schultz:
Towards Real-life Application of EMG-based Speech Recognition by using Unsupervised Adaptation
Proc. of the 15th Annual Conference of the International Speech Communication Association (Interspeech), 2014, pp. 1189 - 1193.
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Michael Wand, Matthias Janke, Tanja Schultz:
The EMG-UKA Corpus for Electromyographic Speech Processing.
Proc. of the 15th Annual Conference of the International Speech Communication Association (Interspeech), 2014, pp. 1593 - 1597.
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Marlene Zahner, Matthias Janke, Michael Wand, Tanja Schultz
Conversion from Facial Myoelectric Signals to Speech: A Unit Selection Approach
Proc. of the 15th Annual Conference of the International Speech Communication Association (Interspeech), 2014, pp. 1184 - 1188.
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Dominic Telaar, Michael Wand, Dirk Gehrig, Felix Putze, Christoph Amma, Dominic Heger, Ngoc Thang Vu, Mark Erhardt, Tim Schlippe, Matthias Janke, Christian Herff, Tanja Schultz:
BioKIT - Real-time Decoder For Biosignal Processing
Proc. of the 15th Annual Conference of the International Speech Communication Association (Interspeech), 2014, pp. 2650 - 2654.
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Matthias Janke, Michael Wand, Till Heistermann, Kishore Prahallad, Tanja Schultz:
Fundamental Frequency Generation for Whisper-to-Audible Speech Conversion.
Proc. of the 39th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2014, pp. 2598 - 2602.
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Michael Wand, Christopher Schulte, Matthias Janke, Tanja Schultz:
Compensation of Recording Position Shifts for a Myoelectric Silent Speech Recognizer.
Proc. of the 39th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2014, pp. 2113 - 2117.
- Till Heistermann, Matthias Janke, Michael Wand, Tanja Schultz:
Spatial Artifact Detection for Multi-Channel EMG-Based Speech Recognition.
Proc. of the 7th International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS), 2014. pp. 189 - 196.
2013
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Michael Wand, Adam Himmelsbach, Till Heistermann, Matthias Janke, Tanja Schultz:
Artifact Removal Algorithm for an EMG-based Silent Speech Interface
Proc. of the International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2013, pp. 5750 - 5753.
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Michael Wand, Christopher Schulte, Matthias Janke, Tanja Schultz:
Array-based Electromyographic Silent Speech Interface
Proc. of the 6th International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS), 2013
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2012
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Christian Johner, Matthias Janke, Michael Wand, Tanja Schultz:
Inferring Prosody from Facial Cues for EMG-based Synthesis of Silent Speech
Proc. of the 4th International Conference on Applied Human Factors and Ergonomics (AHFE), 2012
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Matthias Janke, Michael Wand, Keigo Nakamura, Tanja Schultz:
Further Investigations on EMG-to-Speech Conversion
Proc. of the 37th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2012, pp. 2113 - 2117.
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Michael Wand, Matthias Janke, Tanja Schultz:
Decision-tree based Analysis of Speaking Mode Discrepancies in EMG-based Speech Recognition
Proc. of the 5th International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS), 2012
2011
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Keigo Nakamura, Matthias Janke, Michael Wand, Tanja Schultz:
Estimation of Fundamental Frequency from Surface Electromyographic Data
Proc. of the 36th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2011
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Michael Wand, Tanja Schultz:
Analysis of Phone Confusion in EMG-based Speech Recognition
Proc. of the 36th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2011
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Michael Wand, Tanja Schultz:
Session-Independent EMG-based Speech Recognition
Proc. of the 4th International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS), 2011
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Christian Herff, Matthias Janke, Michael Wand, Tanja Schultz:
Impact of Different Feedback Mechanisms in EMG-based Speech Recognition
Proc. of the 12th Annual Conference of the International Speech Communication Association (Interspeech), 2011
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Matthias Janke, Michael Wand, Tanja Schultz:
Investigations on Speaking Mode Discrepancies in EMG-based Speech Recognition
Proc. of the 12th Annual Conference of the International Speech Communication Association (Interspeech), 2011
2010
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Matthias Janke, Michael Wand, Tanja Schultz:
Impact of Lack of Acoustic Feedback in EMG-based Silent Speech Recognition
Proc. of the 11th Annual Conference of the International Speech Communication Association (Interspeech), 2010
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Dominic Heger, Felix Putze, Christoph Amma, Thomas Wielatt, Igor Plotkin, Michael Wand, Tanja Schultz:
BiosignalsStudio: A flexible Framework for Biosignal Capturing and Processing
Proc. of the 33rd Annual German Conference on Artificial Intelligence, 2010
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Matthias Janke, Michael Wand, Tanja Schultz:
Spectral Energy Mapping for EMG-based Recognition of Silent Speech
Proc. of the First International Workshop on Bio-inspired Human-Machine Interfaces and Healthcare Applications (Side event of Biosignals 2010 conference)
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Michael Wand, Tanja Schultz:
Towards Speaker-Adaptive Speech Recognition based on Surface Electromyography
Proc. of the 2nd International Conference on Bio-inspired Systems and Signal Processing (Biosignals), Porto, Portugal
2009
- Arthur Toth, Michael Wand, Tanja Schultz:
Synthesizing Speech from Electromyography using Voice Transformation Techniques
Proc. of the 10th Annual Conference of the International Speech Communication Association (Interspeech), 2009
- Michael Wand, Arthur Toth, Szu-Chen (Stan) Jou, Tanja Schultz:
Impact of Different Speaking Modes on EMG-based Speech Recognition
Proc. of the 10th Annual Conference of the International Speech Communication Association (Interspeech), 2009
2007
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Michael Wand, Szu-Chen (Stan) Jou, Tanja Schultz:
Wavelet-based Front-End for Electromyographic Speech Recognition
Proc. of the 8th Annual Conference of the International Speech Communication Association (Interspeech), 2007
Supervised and Co-Supervised Student Theses
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Christian Squadrito:
EMG-based Speech Recognition with Transformer Architecture.
Master's Thesis, 2023
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Silvia Traversa:
End-to-end EMG-based Speech Recognition.
Master's Thesis, 2022
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Matteo Riva:
Speaker-Independent Lipreading with Neural Networks Exploiting Motion Dynamics.
Master's Thesis, 2019
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Marlene Zahner:
Konvertierung von myoelektrischen Signalen der Gesichtsmuskulatur zu Sprache: Ein Unit Selection-Ansatz.
Master's Thesis, 2014
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Maximilian Vogel:
Kontextsensitive Konvertierung von geflüsterter auf hörbare Sprache: Implementierung und Evaluation.
Bachelor's Thesis, 2013
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Christopher Schulte:
Kompensation unterschiedlicher Elektrodenpositionierungen in der EMG-basierten Sprachverarbeitung.
Master's Thesis, 2013
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Adam Himmelsbach:
Rauschunterdrückung durch Quellenseparation in der EMG-basierten Spracherkennung.
Bachelor's Thesis, 2013
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Till Heistermann:
Decomposition of Multichannel Electromyographic Signals for a Silent Speech Interface.
Bachelor's Thesis, 2013
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Christian Johner:
Erkennung prosodischer Merkmale durch EMG-basierte Klassifikation der Gesichtsmuskulatur.
Diploma Thesis, 2013
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Michael Ikkert:
Implementierung und Evaluation eines Large Margin Estimation Algorithmus für HMMs.
Diploma Thesis, 2013
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Luben Alexandrov:
F0-Erkennung bei elektromyographischer Sprachsynthese mit Elektrodenarrays.
Bachelor's Thesis, 2012
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Evgheni Kirzner:
Analyse und Klassifikation von EEG und EMG bei lauter und lautloser Sprache.
Bachelor's Thesis, 2011
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Christopher Schulte:
Aufbau eines EMG-basierten Spracherkennungssystems unter Verwendung von Elektrodenarrays.
Master's Thesis, 2011
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Kais Kara:
Session-adaptive Speech Recognition based on Surface Electromyography.
Student Research Thesis, 2010
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Matthias Janke:
Spektrale Methoden zur EMG-basierten Erkennung lautloser Sprache.
Diploma Thesis, 2010
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Gu Feng:
Initialization Methods for an EMG-based Silent Speech Recognizer.
Diploma Thesis, 2010
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Thomas Wielatt:
Entwicklung eines Werkzeuges zur Echtzeitvisualisierung von Biosignalen.
State Exam Admission Thesis, 2009
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Kristina Schaaff:
EEG-based Emotion Recognition.
Diploma Thesis, 2008
Dissertation