Martin Schels

According to our database, Martin Schels authored at least 33 papers between 2009 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Application of STPA for the Elicitation of Safety Requirements for a Machine Learning-Based Perception Component in Automotive.

Esra Acar-Celik, Carmen Cârlan, Asim Abdulkhaleq, Fridolin Bauer, Martin Schels, Henrik J. Putzer

Proceedings of the Computer Safety, Reliability, and Security, 2022

2017

Multimodal Affect Recognition in the Context of Human-Computer Interaction for Companion-Systems.

Friedhelm Schwenker, Ronald Böck, Martin Schels, Sascha Meudt, Ingo Siegert, Michael Glodek, Markus Kächele, Miriam Schmidt-Wack, Patrick Thiam, Andreas Wendemuth, Gerald Krell

Proceedings of the Companion Technology - A Paradigm Shift in Human-Technology Interaction, 2017

2016

Revisiting the EmotiW challenge: how wild is it really?

Markus Kächele, Martin Schels, Sascha Meudt, Günther Palm, Friedhelm Schwenker

J. Multimodal User Interfaces, 2016

The Influence of Annotation, Corpus Design, and Evaluation on the Outcome of Automatic Classification of Human Emotions.

Markus Kächele, Martin Schels, Friedhelm Schwenker

Frontiers ICT, 2016

2015

Multiple classifier systems in human-computer interaction.

Martin Schels

PhD thesis, 2015

Fusion Mappings for Multimodal Affect Recognition.

Markus Kächele, Martin Schels, Patrick Thiam, Friedhelm Schwenker

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2015

Ensemble Methods for Continuous Affect Recognition: Multi-modality, Temporality, and Challenges.

Markus Kächele, Patrick Thiam, Günther Palm, Friedhelm Schwenker, Martin Schels

Proceedings of the 5th International Workshop on Audio/Visual Emotion Challenge, 2015

Paradigms for the Construction and Annotation of Emotional Corpora for Real-world Human-Computer-Interaction.

Markus Kächele, Stefanie Rukavina, Günther Palm, Friedhelm Schwenker, Martin Schels

Proceedings of the ICPRAM 2015, 2015

On the effects of continuous annotation tools and the human factor on the annotation outcome.

Viktor Kessler, Martin Schels, Markus Kächele, Guenther Palm, Friedhelm Schwenker

Proceedings of the 1st International Symposium on Companion-Technology (ISCT 2015), 2015

2014

Using unlabeled data to improve classification of emotional states in human computer interaction.

Martin Schels, Markus Kächele, Michael Glodek, David Hrabal, Steffen Walter, Friedhelm Schwenker

J. Multimodal User Interfaces, 2014

Combination of sequential class distributions from multiple channels using Markov fusion networks.

Michael Glodek, Martin Schels, Friedhelm Schwenker, Günther Palm

J. Multimodal User Interfaces, 2014

Inferring Depression and Affect from Application Dependent Meta Knowledge.

Markus Kächele, Martin Schels, Friedhelm Schwenker

Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge, 2014

On Annotation and Evaluation of Multi-modal Corpora in Affective Human-Computer Interaction.

Markus Kächele, Martin Schels, Sascha Meudt, Viktor Kessler, Michael Glodek, Patrick Thiam, Stephan Tschechne, Günther Palm, Friedhelm Schwenker

Proceedings of the Multimodal Analyses enabling Artificial Agents in Human-Machine Interaction, 2014

A New Multi-class Fuzzy Support Vector Machine Algorithm.

Friedhelm Schwenker, Markus Frey, Michael Glodek, Markus Kächele, Sascha Meudt, Martin Schels, Miriam Schmidt

Proceedings of the Artificial Neural Networks in Pattern Recognition, 2014

2013

On the discovery of events in EEG data utilizing information fusion.

Martin Schels, Stefan Scherer, Michael Glodek, Hans A. Kestler, Günther Palm, Friedhelm Schwenker

Comput. Stat., 2013

Ensemble Gaussian mixture models for probability density estimation.

Michael Glodek, Martin Schels, Friedhelm Schwenker

Comput. Stat., 2013

Kalman Filter Based Classifier Fusion for Affective State Recognition.

Michael Glodek, Stephan Reuter, Martin Schels, Klaus Dietmayer, Friedhelm Schwenker

Proceedings of the Multiple Classifier Systems, 11th International Workshop, 2013

Multi-view video based tracking and audio-visual identification of persons in a human-computer-interaction scenario.

Sascha Meudt, Michael Glodek, Martin Schels, Friedhelm Schwenker

Proceedings of the 2013 IEEE International Conference on Cybernetics, 2013

2012

A generic framework for the inference of user states in human computer interaction.

Stefan Scherer, Michael Glodek, Georg Layher, Martin Schels, Miriam Schmidt, Tobias Brosch, Stephan Tschechne, Friedhelm Schwenker, Heiko Neumann, Günther Palm

J. Multimodal User Interfaces, 2012

Revisiting AVEC 2011 - An Information Fusion Architecture.

Martin Schels, Michael Glodek, Friedhelm Schwenker, Günther Palm

Proceedings of the Neural Nets and Surroundings - 22nd Italian Workshop on Neural Nets, 2012

Multi-modal Fusion based on classifiers using reject options and Markov Fusion Networks.

Michael Glodek, Martin Schels, Günther Palm, Friedhelm Schwenker

Proceedings of the 21st International Conference on Pattern Recognition, 2012

Multiple classifier combination using reject options and markov fusion networks.

Michael Glodek, Martin Schels, Günther Palm, Friedhelm Schwenker

Proceedings of the International Conference on Multimodal Interaction, 2012

2011

Classification of Emotional States in a Woz Scenario Exploiting Labeled and Unlabeled Bio-physiological Data.

Martin Schels, Markus Kächele, David Hrabal, Steffen Walter, Harald C. Traue, Friedhelm Schwenker

Proceedings of the Partially Supervised Learning - First IAPR TC3 Workshop, 2011

Incorporating uncertainty in a layered HMM architecture for human activity recognition.

Michael Glodek, Lutz Bigalke, Martin Schels, Friedhelm Schwenker

Proceedings of the 2011 joint ACM workshop on Human gesture and behavior understanding, 2011

Multimodal Emotion Classification in Naturalistic User Behavior.

Steffen Walter, Stefan Scherer, Martin Schels, Michael Glodek, David Hrabal, Miriam Schmidt, Ronald Böck, Kerstin Limbrecht, Harald C. Traue, Friedhelm Schwenker

Proceedings of the Human-Computer Interaction. Towards Mobile and Intelligent Interaction Environments, 2011

Training of multiple classifier systems utilizing partially labeled sequential data sets.

Martin Schels, Patrick Schillinger, Friedhelm Schwenker

Proceedings of the 19th European Symposium on Artificial Neural Networks, 2011

How Low Level Observations Can Help to Reveal the User's State in HCI.

Stefan Scherer, Martin Schels, Günther Palm

Proceedings of the Affective Computing and Intelligent Interaction, 2011

Multiple Classifier Systems for the Classification of Audio-Visual Emotional States.

Michael Glodek, Stephan Tschechne, Georg Layher, Martin Schels, Tobias Brosch, Stefan Scherer, Markus Kächele, Miriam Schmidt, Heiko Neumann, Günther Palm, Friedhelm Schwenker

Proceedings of the Affective Computing and Intelligent Interaction, 2011

2010

Multiple Classifier Systems for the Recogonition of Human Emotions.

Friedhelm Schwenker, Stefan Scherer, Miriam Schmidt, Martin Schels, Michael Glodek

Proceedings of the Multiple Classifier Systems, 9th International Workshop, 2010

A Multiple Classifier System Approach for Facial Expressions in Image Sequences Utilizing GMM Supervectors.

Martin Schels, Friedhelm Schwenker

Proceedings of the 20th International Conference on Pattern Recognition, 2010

Semi-supervised Facial Expressions Annotation Using Co-Training with Fast Probabilistic Tri-Class SVMs.

Mohamed Farouk Abdel Hady, Martin Schels, Friedhelm Schwenker, Günther Palm

Proceedings of the Artificial Neural Networks, 2010

A Hidden Markov Model Based Approach for Facial Expression Recognition in Image Sequences.

Miriam Schmidt, Martin Schels, Friedhelm Schwenker

Proceedings of the Artificial Neural Networks in Pattern Recognition, 2010

2009

Classifier Fusion Applied to Facial Expression Recognition: An Experimental Comparison.

Martin Schels, Christian Thiel, Friedhelm Schwenker, Günther Palm

Proceedings of the Human Centered Robot Systems, Cognition, Interaction, Technology, 2009