Dominik Schiller M.Sc.

Research Associate
Chair for Human-Centered Artificial Intelligence
Phone: +49 821 598 - 2328
Email:
Room: 2022 (N)
Open hours: Research Associate
Address: Universitätsstraße 6a, 86159 Augsburg

LINKS

Publications

2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016

2022

Pooja Prajod, Dominik Schiller, Tobias Huber and Elisabeth André. 2022. Do deep neural networks forget facial action units? - Exploring the effects of transfer learning in health related facial expression recognition. DOI: 10.1007/978-3-030-93080-6_16
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Patrick Terhürne, Brian Schwartz, Tobias Baur, Dominik Schiller, Steffen T. Eberhardt, Elisabeth André and Wolfgang Lutz. 2022. Validation and application of the Non-Verbal Behavior Analyzer: an automated tool to assess non-verbal emotional expressions in psychotherapy. DOI: 10.3389/fpsyt.2022.1026015
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Alexander Heimerl, Linda Becker, Dominik Schiller, Tobias Baur, Fabian Wildgrube, Nicolas Rohleder and Elisabeth André. 2022. We've never been eye to eye: a pupillometry pipeline for the detection of stress and negative affect in remote working scenarios. DOI: 10.1145/3529190.3534729
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2021

Dominik Schiller, Silvan Mertes, Pol van Rijn and Elisabeth André. 2021. Analysis by synthesis: using an expressive TTS model as feature extractor for paralinguistic speech classification. DOI: 10.21437/interspeech.2021-1587
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Pol van Rijn, Silvan Mertes, Dominik Schiller, Peter M. C. Harrison, Pauline Larrouy-Maestri, Elisabeth André and Nori Jacoby. 2021. Exploring emotional prototypes in a high dimensional TTS latent space. DOI: 10.21437/interspeech.2021-1538
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2020

Katharina Weitz, Dominik Schiller, Ruben Schlagowski, Tobias Huber and Elisabeth André. 2020. "Let me explain!": exploring the potential of virtual agents in explainable AI interaction design. DOI: 10.1007/s12193-020-00332-0
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Silvan Mertes, Alice Baird, Dominik Schiller, Björn Schuller and Elisabeth André. 2020. An evolutionary-based generative approach for audio data augmentation. DOI: 10.1109/mmsp48831.2020.9287156
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Dominik Schiller, Silvan Mertes and Elisabeth André. 2020. Embedded emotions - a data driven approach to learn transferable feature representations from raw speech input for emotion recognition.
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Dominik Schiller, Tobias Huber, Michael Dietz and Elisabeth André. 2020. Relevance-based data masking: a model-agnostic transfer learning approach for facial expression recognition. DOI: 10.3389/fcomp.2020.00006
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2019

Katharina Weitz, Dominik Schiller, Ruben Schlagowski, Tobias Huber and Elisabeth André. 2019. "Do you trust me?" Increasing user-trust by integrating virtual agents in explainable AI interaction design. DOI: 10.1145/3308532.3329441
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Tobias Huber, Dominik Schiller and Elisabeth André. 2019. Enhancing explainability of deep reinforcement learning through selective layer-wise relevance propagation. DOI: 10.1007/978-3-030-30179-8_16
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Dominik Schiller, Katharina Weitz, Kathrin Janowski and Elisabeth André. 2019. Human-inspired socially-aware interfaces. DOI: 10.1007/978-3-030-34500-6_2
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Simon Flutura, Andreas Seiderer, Ilhan Aslan, Michael Dietz, Dominik Schiller, Christoph Beck, Joachim Rathmann and Elisabeth André. 2019. Mobile sensing for wellbeing estimation of urban green using physiological signals. DOI: 10.1145/3342428.3342655
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Dominik Schiller, Tobias Huber, Florian Lingenfelser, Michael Dietz, Andreas Seiderer and Elisabeth André. 2019. Relevance-based feature masking: improving neural network based whale classification through explainable artificial intelligence. DOI: 10.21437/interspeech.2019-2707
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Michael Dietz, Ilhan Aslan, Dominik Schiller, Simon Flutura, Anika Steinert, Robert Klebbe and Elisabeth André. 2019. Stress annotations from older adults - exploring the foundations for mobile ML-based health assistance. DOI: 10.1145/3329189.3329197
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2018

Johannes Wagner, Dominik Schiller, Andreas Seiderer and Elisabeth André. 2018. Deep learning in paralinguistic recognition tasks: are hand-crafted features still relevant?. DOI: 10.21437/interspeech.2018-1238
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Simon Flutura, Andreas Seiderer, Ilhan Aslan, Chi Tai Dang, Raphael Schwarz, Dominik Schiller and Elisabeth André. 2018. DrinkWatch: a mobile wellbeing application based on interactive and cooperative machine learning. DOI: 10.1145/3194658.3194666
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Johannes Wagner, Tobias Baur, Dominik Schiller, Yue Zhang, Björn Schuller, Michel Valstar and Elisabeth André. 2018. Show me what you've learned: applying cooperative machine learning for the semi-automated annotation of social signals.
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Christian Roletscheck, Tobias Watzka, Andreas Seiderer, Dominik Schiller and Elisabeth André. 2018. Using an evolutionary approach to explore convolutional neural networks for acoustic scene classification.
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2017

Leo Wanner, Elisabeth André, Josep Blat, Stamatia Dasiopoulou, Mireia Farrús, Thiago Fraga, Eleni Kamateri, Florian Lingenfelser, Gerard Llorach, Oriol Martínez, Georgios Meditskos, Simon Mille, Wolfgang Minker, Louisa Pragst, Dominik Schiller, Andries Stam, Ludo Stellingwerff, Federico Sukno, Bianca Vieru and Stefanos Vrochidis. 2017. Design of a knowledge-based agent as a social companion. DOI: 10.1016/j.procs.2017.11.119
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Johannes Wagner, Thiago Fraga-Silva, Yvan Josse, Dominik Schiller, Andreas Seiderer and Elisabeth André. 2017. Infected phonemes: how a cold impairs speech on a phonetic level. DOI: 10.21437/interspeech.2017-1066
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Leo Wanner, Elisabeth André, Josep Blat, Stamatia Dasiopoulou, Mireia Farrùs, Thiago Fraga, Eleni Kamateri, Florian Lingenfelser, Gerard Llorach, Oriol Martínez, Georgios Meditskos, Simon Mille, Wolfgang Minker, Louisa Pragst, Dominik Schiller, Andries Stam, Ludo Stellingwerff, Federico Sukno, Bianca Vieru and Stefanos Vrochidis. 2017. KRISTINA: a knowledge-based virtual conversation agent. DOI: 10.1007/978-3-319-59930-4_23
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2016

Federico Sukno, Mónica Domínguez, Adria Ruiz, Dominik Schiller, Florian Lingenfelser, Louisa Pragst, Ekeni Kamateri and Stefanos Vrochidis. 2016. A multimodal annotation schema for non-verbal affective analysis in the health-care domain. DOI: 10.1145/2927006.2927008
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Tobias Baur, Dominik Schiller and Elisabeth André. 2016. Modeling user’s social attitude in a conversational system. DOI: 10.1007/978-3-319-31413-6_10
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