| 2025 | EANN | EEG-Based Hybrid Emotion Recognition Model with Statistical-Wavelet Features and Modality-Agnostic Loss. | Asfak Ali, Jotiraditya Banerjee, Debam Saha, Akash Dutta, Friedhelm Schwenker, Ram Sarkar |
| 2025 | MICCAI | Background-Invariant Independence-Guided Multi-head Attention Network for Skin Lesion Classification. | Debasmit Roy, Srinjoy Dutta, Soham Bose, Friedhelm Schwenker, Ram Sarkar |
| 2024 | CVPR | Towards Explainable Visual Vessel Recognition Using Fine-Grained Classification and Image Retrieval. | Heiko Karus, Friedhelm Schwenker, Michael Munz, Michael Teutsch |
| 2024 | EvoMUSART | PatternPortrait: Draw Me Like One of Your Scribbles. | Sabine Wieluch, Friedhelm Schwenker |
| 2024 | ICPR | ModMix: Data Augmentation for Multimodal Pain Detection. | Mehmet Erdal, Sascha Gruss, Steffen Walter, Friedhelm Schwenker |
| 2024 | KI | A Note on Linear Time Series Prediction. | Christopher M. A. Bonenberger, Markus Schneider, Wolfgang Ertel, Friedhelm Schwenker |
| 2023 | CVPR | Thermal Infrared Single Image Dehazing and Blind Image Quality Assessment. | Fabian Erlenbusch, Constanze Merkt, Bernardo de Oliveira, Alexander Gatter, Friedhelm Schwenker, Ulrich Klauck, Michael Teutsch |
| 2023 | ESANN | Potential analysis of a Quantum RL controller in the context of autonomous driving. | Manuel Lautaro Hickmann, Arne P. Raulf, Frank Kster, Friedhelm Schwenker, Hans-Martin Rieser |
| 2023 | ICMI | Pain Recognition Differences between Female and Male Subjects: An Analysis based on the Physiological Signals of the X-ITE Pain Database. | Tobias B. Ricken, Peter Bellmann, Sascha Gruss, Hans A. Kestler, Steffen Walter, Friedhelm Schwenker |
| 2022 | ICPR | Pain Detection in Biophysiological Signals: Transfer Learning from Short-Term to Long-Term Stimuli Based on Signal Segmentation. | Tobias Ricken, Peter Bellmann, Steffen Walter, Friedhelm Schwenker |
| 2022 | IJCAI | Revisiting the Evaluation of Deep Neural Networks for Pedestrian Detection. | Patrick Feifel, Benedikt Franke, Arne P. Raulf, Friedhelm Schwenker, Frank Bonarens, Frank Kster |
| 2022 | ICPR | Deep Learning Architectures for Pain Recognition Based on Physiological Signals. | Patrick Thiam, Hans A. Kestler, Friedhelm Schwenker |
| 2021 | ICAART | Binary Classification: Counterbalancing Class Imbalance by Applying Regression Models in Combination with One-sided Label Shifts. | Peter Bellmann, Heinke Hihn, Daniel A. Braun, Friedhelm Schwenker |
| 2021 | PERCOM | Keynote: Machine learning and data analysis of multimodal affective and pain data. | Friedhelm Schwenker |
| 2020 | ESANN | Automatic Pain Intensity Recognition: Training Set Selection based on Outliers and Centroids. | Peter Bellmann, Patrick Thiam, Friedhelm Schwenker |
| 2020 | ICPR | Introducing Bidirectional Ordinal Classifier Cascades Based on a Pain Intensity Recognition Scenario. | Peter Bellmann, Ludwig Lausser, Hans A. Kestler, Friedhelm Schwenker |
| 2020 | ICPR | Using Meta Labels for the Training of Weighting Models in a Sample-Specific Late Fusion Classification Architecture. | Peter Bellmann, Patrick Thiam, Friedhelm Schwenker |
| 2020 | ICPR | Fuzzy-Based Pseudo Segmentation Approach for Handwritten Word Recognition Using a Sequence to Sequence Model with Attention. | Rajdeep Bhattacharya, Samir Malakar, Friedhelm Schwenker, Ram Sarkar |
| 2020 | ICPR | Handwritten Digit String Recognition using Deep Autoencoder based Segmentation and ResNet based Recognition Approach. | Anuran Chakraborty, Rajonya De, Samir Malakar, Friedhelm Schwenker, Ram Sarkar |
| 2020 | IJCNN | Dominant Channel Fusion Architectures - An Intelligent Late Fusion Approach. | Peter Bellmann, Patrick Thiam, Friedhelm Schwenker |
| 2020 | ICPR | Personalized k-fold Cross-Validation Analysis with Transfer from Phasic to Tonic Pain Recognition on X-ITE Pain Database. | Youssef Wally, Yara Samaha, Ziad Yasser, Steffen Walter, Friedhelm Schwenker |
| 2020 | ICPRAM | Person Identification based on Physiological Signals: Conditions and Risks. | Peter Bellmann, Patrick Thiam, Friedhelm Schwenker |
| 2020 | ICPRAM | Subject-independent Pain Recognition using Physiological Signals and Para-linguistic Vocalizations. | Nadeen Shoukry, Omar Elkilany, Patrick Thiam, Viktor Kessler, Friedhelm Schwenker |
| 2020 | ICPRAM | Multimodal Deep Denoising Convolutional Autoencoders for Pain Intensity Classification based on Physiological Signals. | Patrick Thiam, Hans A. Kestler, Friedhelm Schwenker |
| 2020 | SSPR | Experimental Analysis of Bidirectional Pairwise Ordinal Classifier Cascades. | Peter Bellmann, Ludwig Lausser, Hans A. Kestler, Friedhelm Schwenker |
| 2019 | ACII | Using a Quartile-based Data Transformation for Pain Intensity Classification based on the SenseEmotion Database. | Peter Bellmann, Patrick Thiam, Friedhelm Schwenker |
| 2019 | ACII | Deep Domain Adaptation for Facial Expression Analysis. | Nikolai Kalischek, Patrick Thiam, Peter Bellmann, Friedhelm Schwenker |
| 2019 | ICANN | Filter Method Ensemble with Neural Networks. | Anuran Chakraborty, Rajonya De, Agneet Chatterjee, Friedhelm Schwenker, Ram Sarkar |
| 2018 | CIARP | Detection of Bat Acoustics Signals Using Voice Activity Detection Techniques with Random Forests Classification. | Adrin T. Ruiz, Julian Equihua, Santiago Martnez, Everardo Robredo, Gnther Palm, Friedhelm Schwenker |
| 2017 | ESANN | Hierarchical Combination of Video Features for Personalised Pain Level Recognition. | Patrick Thiam, Viktor Kessler, Friedhelm Schwenker |
| 2016 | ICMI | Inferring mental overload based on postural behavior and gestures. | Heinke Hihn, Sascha Meudt, Friedhelm Schwenker |
| 2015 | EANN | Multimodal Data Fusion for Person-Independent, Continuous Estimation of Pain Intensity. | Markus Kchele, Patrick Thiam, Mohammadreza Amirian, Philipp Werner, Steffen Walter, Friedhelm Schwenker, Gnther Palm |
| 2015 | ESANN | SMO Lattices for the Parallel Training of Support Vector Machines. | Markus Kchele, Gnther Palm, Friedhelm Schwenker |
| 2015 | ICPRAM | Paradigms for the Construction and Annotation of Emotional Corpora for Real-world Human-Computer-Interaction. | Markus Kchele, Stefanie Rukavina, Gnther Palm, Friedhelm Schwenker, Martin Schels |
| 2014 | ESANN | Selective Neural Network Ensembles in Reinforcement Learning. | Stefan Fauer, Friedhelm Schwenker |
| 2014 | ICMI | Enhanced Autocorrelation in Real World Emotion Recognition. | Sascha Meudt, Friedhelm Schwenker |
| 2014 | ICMI | Detection of Emotional Events utilizing Support Vector Methods in an Active Learning HCI Scenario. | Patrick Thiam, Sascha Meudt, Markus Kchele, Gnther Palm, Friedhelm Schwenker |
| 2014 | ICPR | Cascaded Fusion of Dynamic, Spatial, and Textural Feature Sets for Person-Independent Facial Emotion Recognition. | Markus Kchele, Friedhelm Schwenker |
| 2014 | ICPR | Prosodic, Spectral and Voice Quality Feature Selection Using a Long-Term Stopping Criterion for Audio-Based Emotion Recognition. | Markus Kchele, Dimitri Zharkov, Sascha Meudt, Friedhelm Schwenker |
| 2014 | ICPRAM | Fusion of Audio-visual Features using Hierarchical Classifier Systems for the Recognition of Affective States and the State of Depression. | Markus Kchele, Michael Glodek, Dimitri Zharkov, Sascha Meudt, Friedhelm Schwenker |
| 2014 | Interspeech | On Annotation and Evaluation of Multi-modal Corpora in Affective Human-Computer Interaction. | Markus Kchele, Martin Schels, Sascha Meudt, Viktor Kessler, Michael Glodek, Patrick Thiam, Stephan Tschechne, Gnther Palm, Friedhelm Schwenker |
| 2013 | ICANN | Attention-Gated Reinforcement Learning in Neural Networks - A Unified View. | Tobias Brosch, Friedhelm Schwenker, Heiko Neumann |
| 2013 | ICMI | Multi classifier systems and forward backward feature selection algorithms to classify emotional coloured speech. | Sascha Meudt, Dimitri Zharkov, Markus Kchele, Friedhelm Schwenker |
| 2013 | IJCNN | Hidden Markov models with graph densities for action recognition. | Michael Glodek, Edmondo Trentin, Friedhelm Schwenker, Gnther Palm |
| 2013 | ICTAI | Recognizing User Preferences Based on Layered Activity Recognition and First-Order Logic. | Michael Glodek, Thomas Geier, Susanne Biundo, Friedhelm Schwenker, Gnther Palm |
| 2012 | ICANN | Recognizing Human Activities Using a Layered Markov Architecture. | Michael Glodek, Georg Layher, Friedhelm Schwenker, Gnther Palm |
| 2012 | ICMI | Multiple classifier combination using reject options and markov fusion networks. | Michael Glodek, Martin Schels, Gnther Palm, Friedhelm Schwenker |
| 2012 | ICPR | Clustering large datasets with kernel methods. | Stefan Fauer, Friedhelm Schwenker |
| 2012 | ICPR | Multi-modal Fusion based on classifiers using reject options and Markov Fusion Networks. | Michael Glodek, Martin Schels, Gnther Palm, Friedhelm Schwenker |
| 2011 | ACII | Multiple Classifier Systems for the Classification of Audio-Visual Emotional States. | Michael Glodek, Stephan Tschechne, Georg Layher, Martin Schels, Tobias Brosch, Stefan Scherer, Markus Kchele, Miriam Schmidt, Heiko Neumann, Gnther Palm, Friedhelm Schwenker |
| 2011 | ESANN | Training of multiple classifier systems utilizing partially labeled sequential data sets. | Martin Schels, Patrick Schillinger, Friedhelm Schwenker |
| 2011 | HCI | Multimodal Emotion Classification in Naturalistic User Behavior. | Steffen Walter, Stefan Scherer, Martin Schels, Michael Glodek, David Hrabal, Miriam Schmidt, Ronald Bck, Kerstin Limbrecht, Harald C. Traue, Friedhelm Schwenker |
| 2011 | Interspeech | Conditioned Hidden Markov Model Fusion for Multimodal Classification. | Michael Glodek, Stefan Scherer, Friedhelm Schwenker |
| 2011 | ICTAI | A Multi-objective Genetic Algorithm for Pruning Support Vector Machines. | Mohamed Farouk Abdel Hady, Wesam Herbawi, Michael Weber, Friedhelm Schwenker |
| 2010 | ICANN | Semi-supervised Facial Expressions Annotation Using Co-Training with Fast Probabilistic Tri-Class SVMs. | Mohamed Farouk Abdel Hady, Martin Schels, Friedhelm Schwenker, Gnther Palm |
| 2010 | ICPR | Learning a Strategy with Neural Approximated Temporal-Difference Methods in English Draughts. | Stefan Fauer, Friedhelm Schwenker |
| 2010 | ICPR | A Multiple Classifier System Approach for Facial Expressions in Image Sequences Utilizing GMM Supervectors. | Martin Schels, Friedhelm Schwenker |
| 2010 | LREC | An Open Source Process Engine Framework for Realtime Pattern Recognition and Information Fusion Tasks. | Volker Fritzsch, Stefan Scherer, Friedhelm Schwenker |
| 2009 | ACII | Multimodal real-time conversation analysis using a novel process engine. | Stefan Scherer, Volker Fritzsch, Friedhelm Schwenker |
| 2009 | ESANN | Echo State networks and Neural network Ensembles to predict Sunspots activity. | Friedhelm Schwenker, Amr Labib |
| 2009 | ICANN | Semi-supervised Learning for Regression with Co-training by Committee. | Mohamed Farouk Abdel Hady, Friedhelm Schwenker, Gnther Palm |
| 2009 | ICANN | The GMM-SVM Supervector Approach for the Recognition of the Emotional Status from Speech. | Friedhelm Schwenker, Stefan Scherer, Yasmine M. Magdi, Gnther Palm |
| 2008 | ESANN | Learning to play Tetris applying reinforcement learning methods. | Alexander Gro, Jan Friedland, Friedhelm Schwenker |
| 2008 | ESANN | Multi-View Forests of Tree-Structured Radial Basis Function Networks Based on Dempster-Shafer Evidence Theory. | Mohamed Farouk Abdel Hady, Gnther Palm, Friedhelm Schwenker |
| 2008 | ESANN | Detecting zebra crossings utilizing AdaBoost. | Ludwig Lausser, Friedhelm Schwenker, Gnther Palm |
| 2008 | ICANN | Semi-supervised Learning of Tree-Structured RBF Networks Using Co-training. | Mohamed Farouk Abdel Hady, Friedhelm Schwenker, Gnther Palm |
| 2008 | ICDM | Co-training by Committee: A New Semi-supervised Learning Framework. | Mohamed Farouk Abdel Hady, Friedhelm Schwenker |
| 2008 | LREC | Emotion Recognition from Speech: Stress Experiment. | Stefan Scherer, Hansjrg Hofmann, Malte Lampmann, Martin Pfeil, Steffen Rhinow, Friedhelm Schwenker, Gnther Palm |
| 2007 | KES | Fuzzy-Input Fuzzy-Output One-Against-All Support Vector Machines. | Christian Thiel, Stefan Scherer, Friedhelm Schwenker |
| 2006 | LREC | Wizard-of-Oz Data Collection for Perception and Interaction in Multi-User Environments. | Petra-Maria Strau, Holger Hoffmann, Wolfgang Minker, Heiko Neumann, Gnther Palm, Stefan Scherer, Friedhelm Schwenker, Harald C. Traue, Welf Walter, Ulrich Weidenbacher |
| 2005 | ICINCO | Incremental learning in hierarchical neural networks for object recognition. | Rebecca Fay, Friedhelm Schwenker, Gnther Palm |
| 2004 | ESANN | Classification of Bioacoustic Time Series by Training a Decision Fusion mapping. | Friedhelm Schwenker |
| 2002 | ICANN | Hierarchical Object Classification for Autonomous Mobile Robots. | Steffen Simon, Friedhelm Schwenker, Hans A. Kestler, Gerhard K. Kraetzschmar, Gnther Palm |
| 2001 | ICANN | Fusion Architectures for the Classification of Time Series. | Christian Dietrich, Friedhelm Schwenker, Gnther Palm |
| 2000 | KES | Radial-basis-function networks: learning and applications. | Friedhelm Schwenker, Hans A. Kestler, Gnther Palm |
| 2000 | KES | Hierarchical support vector machines for multi-class pattern recognition. | Friedhelm Schwenker |
| 1999 | KI | Object Classification Using Simple, Colour Based Visual Attention and a Hierarchical Neural Network for Neuro-symbolic Integration. | Hans A. Kestler, Steffen Simon, Axel Baune, Friedhelm Schwenker, Gnther Palm |