| 2025 | AISTATS | Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders. | Christian Toth, Christian Knoll, Franz Pernkopf, Robert Peharz |
| 2025 | ICASSP | Input Uncertainty Attribution by Uncertainty Propagation. | Benedikt Kantz, Sophie Steger, Clemens Staudinger, Christoph Feilmayr, Johannes Wachlmayr, Alexander Haberl, Stefan Schuster, Franz Pernkopf |
| 2025 | ICASSP | Avoiding Domain Drift and Constant Predictions with Diffusion Enhanced Vector-Quantized Autoencoders for Temperature Predictions. | Nina Lampl, Joo Machado de Freitas, Alexander Fuchs, Benedikt Brezina, Michael Klitzsch, Franz Pernkopf |
| 2025 | ICASSP | Uncertainty prediction for prominence classification with chroma features. | Julian Linke, Sophie Steger, Philipp Steinwender, Gernot Kubin, Franz Pernkopf, Barbara Schuppler |
| 2025 | IJCNN | Two-Level Test-Time Adaptation in Multimodal Learning. | Jixiang Lei, Franz Pernkopf |
| 2025 | IJCNN | HR-OTTA: Robust Online Test-Time Adaptation with Hybrid Fine-Tuning. | Jixiang Lei, Franz Pernkopf |
| 2025 | SMC | PromptCAL: Entropy-Calibrated and Prompt-Tuned Test-Time Adaptation for Semantic Segmentation. | Jixiang Lei, Franz Pernkopf |
| 2024 | ICASSP | Data-Scarce Condition Modeling Requires Model-Based Prior Regularization. | Nikolaus Mutsam, Alexander Fuchs, Fabio Ziegler, Franz Pernkopf |
| 2023 | ICASSP | Self-Attention for Enhanced OAMP Detection in MIMO Systems. | Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf |
| 2023 | ICASSP | Variational Message Passing-Based Respiratory Motion Estimation and Detection Using Radar Signals. | Jakob Mderl, Erik Leitinger, Franz Pernkopf, Klaus Witrisal |
| 2022 | ACML | Example or Prototype? Learning Concept-Based Explanations in Time-Series. | Christoph Obermair, Alexander Fuchs, Franz Pernkopf, Lukas Felsberger, Andrea Apollonio, Daniel Wollmann |
| 2022 | ICASSP | End-to-End Keyword Spotting Using Neural Architecture Search and Quantization. | David Peter, Wolfgang Roth, Franz Pernkopf |
| 2022 | Interspeech | Homophone Disambiguation Profits from Durational Information. | Barbara Schuppler, Emil Berger, Xenia Kogler, Franz Pernkopf |
| 2022 | UAI | Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation. | Harald Leisenberger, Franz Pernkopf, Christian Knoll |
| 2021 | Interspeech | Autonomous Robot for Measuring Room Impulse Responses. | Stefan Fragner, Tobias Topar, Maximilian Giller, Lukas Pfeifenberger, Franz Pernkopf |
| 2021 | Interspeech | Acoustic Echo Cancellation with Cross-Domain Learning. | Lukas Pfeifenberger, Matthias Zhrer, Franz Pernkopf |
| 2021 | UAI | Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions. | Harald Leisenberger, Christian Knoll, Richard Seeber, Franz Pernkopf |
| 2020 | AISTATS | Deep Structured Mixtures of Gaussian Processes. | Martin Trapp, Robert Peharz, Franz Pernkopf, Carl Edward Rasmussen |
| 2020 | ICASSP | Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets. | Markus Huber, Gnther Schindler, Christian Schrkhuber, Wolfgang Roth, Franz Pernkopf, Holger Frning |
| 2020 | ICASSP | Acoustic Scene Classification for Mismatched Recording Devices Using Heated-Up Softmax and Spectrum Correction. | Truc Nguyen, Franz Pernkopf, Michal Kosmider |
| 2020 | ICPR | Resource-Efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization. | David Peter, Wolfgang Roth, Franz Pernkopf |
| 2020 | ICPR | On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks. | Wolfgang Roth, Franz Pernkopf, Gnther Schindler, Holger Frning |
| 2020 | Interspeech | Nonlinear Residual Echo Suppression Using a Recurrent Neural Network. | Lukas Pfeifenberger, Franz Pernkopf |
| 2019 | FUSION | Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks. | Johanna Rock, Mt Tth, Elmar Messner, Paul Meissner, Franz Pernkopf |
| 2019 | ICASSP | Deep Complex-valued Neural Beamformers. | Lukas Pfeifenberger, Matthias Zhrer, Franz Pernkopf |
| 2019 | ICMLA | Recurrent Dilated DenseNets for a Time-Series Segmentation Task. | Alexander Fuchs, Robin Priewald, Franz Pernkopf |
| 2019 | ICMLA | Acoustic Scene Classification Using Deep Mixtures of Pre-trained Convolutional Neural Networks. | Truc Nguyen, Alexander Fuchs, Franz Pernkopf |
| 2019 | Interspeech | Acoustic Scene Classification with Mismatched Devices Using CliqueNets and Mixup Data Augmentation. | Truc Nguyen, Franz Pernkopf |
| 2019 | UAI | Belief Propagation: Accurate Marginals or Accurate Partition Function - Where is the Difference? | Christian Knoll, Franz Pernkopf |
| 2019 | TAP | Predicting and Testing Latencies with Deep Learning: An IoT Case Study. | Bernhard K. Aichernig, Franz Pernkopf, Richard Schumi, Andreas Wurm |
| 2018 | ICASSP | Resource Efficient Deep Eigenvector Beamforming. | Matthias Zhrer, Lukas Pfeifenberger, Gnther Schindler, Holger Frning, Franz Pernkopf |
| 2017 | ICASSP | Respiratory airflow estimation from lung sounds based on regression. | Elmar Messner, Martin Hagmller, Paul Swatek, Freyja-Maria Smolle-Jttner, Franz Pernkopf |
| 2017 | ICASSP | DNN-based speech mask estimation for eigenvector beamforming. | Lukas Pfeifenberger, Matthias Zhrer, Franz Pernkopf |
| 2017 | Interspeech | Eigenvector-Based Speech Mask Estimation Using Logistic Regression. | Lukas Pfeifenberger, Matthias Zhrer, Franz Pernkopf |
| 2017 | Interspeech | Frame and Segment Level Recurrent Neural Networks for Phone Classification. | Martin Ratajczak, Sebastian Tschiatschek, Franz Pernkopf |
| 2017 | Interspeech | Virtual Adversarial Training and Data Augmentation for Acoustic Event Detection with Gated Recurrent Neural Networks. | Matthias Zhrer, Franz Pernkopf |
| 2017 | UAI | On Loopy Belief Propagation - Local Stability Analysis for Non-Vanishing Fields. | Christian Knoll, Franz Pernkopf |
| 2017 | UAI | Safe Semi-Supervised Learning of Sum-Product Networks. | Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, Robert Trappl |
| 2016 | Interspeech | Phase-Aware Signal Processing for Automatic Speech Recognition. | Johannes Fahringer, Tobias Schrank, Johannes Stahl, Pejman Mowlaee, Franz Pernkopf |
| 2016 | Interspeech | Manual versus Automated: The Challenging Routine of Infant Vocalisation Segmentation in Home Videos to Study Neuro(mal)development. | Florian B. Pokorny, Robert Peharz, Wolfgang Roth, Matthias Zhrer, Franz Pernkopf, Peter B. Marschik, Bjrn W. Schuller |
| 2016 | Interspeech | Virtual Adversarial Training Applied to Neural Higher-Order Factors for Phone Classification. | Martin Ratajczak, Sebastian Tschiatschek, Franz Pernkopf |
| 2015 | ACII | Detection of negative emotions in speech signals using bags-of-audio-words. | Florian B. Pokorny, Franz Graf, Franz Pernkopf, Bjrn W. Schuller |
| 2015 | AISTATS | On Theoretical Properties of Sum-Product Networks. | Robert Peharz, Sebastian Tschiatschek, Franz Pernkopf, Pedro M. Domingos |
| 2015 | ASRU | Multi-channel speech processing architectures for noise robust speech recognition: 3rd CHiME challenge results. | Lukas Pfeifenberger, Tobias Schrank, Matthias Zhrer, Martin Hagmller, Franz Pernkopf |
| 2015 | ICASSP | Representation models in single channel source separation. | Matthias Zhrer, Franz Pernkopf |
| 2015 | Interspeech | Neural higher-order factors in conditional random fields for phoneme classification. | Martin Ratajczak, Sebastian Tschiatschek, Franz Pernkopf |
| 2015 | Interspeech | On representation learning for artificial bandwidth extension. | Matthias Zhrer, Robert Peharz, Franz Pernkopf |
| 2014 | ICASSP | Modeling speech with sum-product networks: Application to bandwidth extension. | Robert Peharz, Georg Kapeller, Pejman Mowlaee, Franz Pernkopf |
| 2014 | Interspeech | Blind source extraction based on a direction-dependent a-priori SNR. | Lukas Pfeifenberger, Franz Pernkopf |
| 2014 | Interspeech | Self-adaption in single-channel source separation. | Michael Wohlmayr, Ludwig Mohr, Franz Pernkopf |
| 2014 | Interspeech | Single channel source separation with general stochastic networks. | Matthias Zhrer, Franz Pernkopf |
| 2013 | AISTATS | On the Asymptotic Optimality of Maximum Margin Bayesian Networks. | Sebastian Tschiatschek, Franz Pernkopf |
| 2013 | ICASSP | Generalization of pre-image iterations for speech enhancement. | Christina Leitner, Franz Pernkopf |
| 2013 | ICASSP | Bounds for Bayesian network classifiers with reduced precision parameters. | Sebastian Tschiatschek, Carlos Eduardo Cancino-Chacn, Franz Pernkopf |
| 2013 | ICASSP | Model adaptation of factorial HMMS for multipitch tracking. | Michael Wohlmayr, Franz Pernkopf |
| 2013 | ICML | The Most Generative Maximum Margin Bayesian Networks. | Robert Peharz, Sebastian Tschiatschek, Franz Pernkopf |
| 2012 | ICASSP | Speech enhancement using pre-image iterations. | Christina Leitner, Franz Pernkopf |
| 2012 | ICASSP | On linear and mixmax interaction models for single channel source separation. | Robert Peharz, Franz Pernkopf |
| 2012 | ICML | Exact Maximum Margin Structure Learning of Bayesian Networks. | Robert Peharz, Franz Pernkopf |
| 2012 | ICPRAM | Convex Combinations of Maximum Margin Bayesian Network Classifiers. | Sebastian Tschiatschek, Franz Pernkopf |
| 2011 | ICASSP | Gain-robust multi-pitch tracking using sparse nonnegative matrix factorization. | Robert Peharz, Michael Wohlmayr, Franz Pernkopf |
| 2011 | ICASSP | Maximum margin structure learning of Bayesian network classifiers. | Franz Pernkopf, Michael Wohlmayr, Manfred Mcke |
| 2011 | ICASSP | Efficient implementation of probabilistic multi-pitch tracking. | Michael Wohlmayr, Robert Peharz, Franz Pernkopf |
| 2011 | Interspeech | Kernel PCA for Speech Enhancement. | Christina Leitner, Franz Pernkopf, Gernot Kubin |
| 2011 | Interspeech | A Pitch Tracking Corpus with Evaluation on Multipitch Tracking Scenario. | Gregor Pirker, Michael Wohlmayr, Stefan Petrik, Franz Pernkopf |
| 2011 | Interspeech | EM-Based Gain Adaptation for Probabilistic Multipitch Tracking. | Michael Wohlmayr, Franz Pernkopf |
| 2010 | ICASSP | On optimizing the computational complexity for VQ-based single channel source separation. | Michael Stark, Franz Pernkopf |
| 2010 | ICASSP | A mixture maximization approach to multipitch tracking with factorial hidden Markov models. | Michael Wohlmayr, Michael Stark, Franz Pernkopf |
| 2010 | ICPR | Single Channel Speech Separation Using Source-Filter Representation. | Michael Stark, Michael Wohlmayr, Franz Pernkopf |
| 2010 | Interspeech | A factorial sparse coder model for single channel source separation. | Robert Peharz, Michael Stark, Franz Pernkopf, Yannis Stylianou |
| 2009 | ICASSP | Effective metric-based speaker segmentation in the frequency domain. | Christoph Bhm, Franz Pernkopf |
| 2009 | ICASSP | Towards source-filter based single sensor speech separation. | Michael Stark, Franz Pernkopf |
| 2009 | ICASSP | Speech enhancement based on joint time-frequency segmentation. | Charturong Tantibundhit, Franz Pernkopf, Gernot Kubin |
| 2009 | Interspeech | Wavelet-based speaker change detection in single channel speech data. | Michael Wiesenegger, Franz Pernkopf |
| 2009 | Interspeech | Finite mixture spectrogram modeling for multipitch tracking using a factorial hidden Markov model. | Michael Wohlmayr, Franz Pernkopf |
| 2008 | ICASSP | Automatic phonetics-driven reconstruction of medical dictations on multiple levels of segmentation. | Stefan Petrik, Franz Pernkopf |
| 2008 | Interspeech | Voice activity detection algorithms using subband power distance feature for noisy environments. | Tuan Van Pham, Michael Stadtschnitzer, Franz Pernkopf, Gernot Kubin |
| 2008 | Interspeech | Multipitch tracking using a factorial hidden Markov model. | Michael Wohlmayr, Franz Pernkopf |
| 2008 | ISAIM | Order-based Discriminative Structure Learning for Bayesian Network Classifiers. | Franz Pernkopf, Jeff A. Bilmes |
| 2007 | CBMI | Joint Position-Pitch Tracking for 2-Channel Audio. | Marin Kpesi, Franz Pernkopf, Michael Wohlmayr |
| 2006 | Interspeech | Bayesian networks for phonetic classification using time-scale features. | Franz Pernkopf, Tuan Van Pham |
| 2005 | ICASSP | On Initialization of Gaussian Mixtures: A Hybrid Genetic EM Algorithm. | Franz Pernkopf |
| 2005 | ICML | Discriminative versus generative parameter and structure learning of Bayesian network classifiers. | Franz Pernkopf, Jeff A. Bilmes |
| 2004 | AAAI | Bayesian Network Classifiers Versus k-NN Classifier Using Sequential Feature Selection. | Franz Pernkopf |
| 2004 | ICASSP | Prosody-based recognition of spoken German varieties. | Vedran Dizdarevic, Martin Hagmller, Gernot Kubin, Franz Pernkopf, Micha Baum |
| 2004 | ICPR | 3D Surface Inspection using Coupled HMMs. | Franz Pernkopf |
| 2001 | CAIP | Feature Selection for Classification Using Genetic Algorithms with a Novel Encoding. | Franz Pernkopf, Paul O'Leary |