Franz Pernkopf

ORCID

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 115

Top Venues

Publications

Benedikt Kantz, Clemens Staudinger, Christoph Feilmayr, Johannes Wachlmayr, Alexander Haberl, Stefan Schuster, Franz Pernkopf
Robustness of Explainable Artificial Intelligence in Industrial Process Modelling. CoRR (2024)
Christian Oswald, Máté Toth, Paul Meissner, Franz Pernkopf
Angle-Equivariant Convolutional Neural Networks for Interference Mitigation in Automotive Radar. CoRR (2024)
Harald Leisenberger, Christian Knoll, Franz Pernkopf
On the Convexity and Reliability of the Bethe Free Energy Approximation. CoRR (2024)
Nikolaus Mutsam, Alexander Fuchs, Fabio Ziegler, Franz Pernkopf
Data-Scarce Condition Modeling Requires Model-Based Prior Regularization. ICASSP (2024)
Christian Toth, Christian Knoll, Franz Pernkopf, Robert Peharz
Rao-Blackwellising Bayesian Causal Inference. CoRR (2024)
Jakob Möderl, Erik Leitinger, Franz Pernkopf, Klaus Witrisal
Variational Message Passing-Based Respiratory Motion Estimation and Detection Using Radar Signals. ICASSP (2023)
Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf
Self-Attention for Enhanced OAMP Detection in MIMO Systems. ICASSP (2023)
Christian Oswald, Máté Tóth, Paul Meissner, Franz Pernkopf
End-to-End Training of Neural Networks for Automotive Radar Interference Mitigation. CoRR (2023)
Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf
Self-attention for Enhanced OAMP Detection in MIMO Systems. CoRR (2023)
Christian Knoll, Franz Pernkopf
Reliable Belief Propagation: Recent Theoretical and Practical Advances. MLSP (2023)
Christian Knoll, Adrian Weller, Franz Pernkopf
Self-Guided Belief Propagation - A Homotopy Continuation Method. IEEE Trans. Pattern Anal. Mach. Intell. 45 (4) (2023)
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz, Julius von Kügelgen
Active Bayesian Causal Inference. CoRR (2022)
Truc Nguyen, Franz Pernkopf
Lung Sound Classification Using Co-Tuning and Stochastic Normalization. IEEE Trans. Biomed. Eng. 69 (9) (2022)
David Peter, Wolfgang Roth, Franz Pernkopf
End-to-End Keyword Spotting Using Neural Architecture Search and Quantization. ICASSP (2022)
Barbara Schuppler, Emil Berger, Xenia Kogler, Franz Pernkopf
Homophone Disambiguation Profits from Durational Information. INTERSPEECH (2022)
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz, Julius von Kügelgen
Active Bayesian Causal Inference. NeurIPS (2022)
Harald Leisenberger, Franz Pernkopf, Christian Knoll
Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation. UAI (2022)
Johanna Rock, Wolfgang Roth, Máté Tóth, Paul Meissner, Franz Pernkopf
Resource-efficient Deep Neural Networks for Automotive Radar Interference Mitigation. CoRR (2022)
Christoph Obermair, Thomas Cartier-Michaud, Andrea Apollonio, William Millar, Lukas Felsberger, Lorenz Fischl, Holger Severin Bovbjerg, Daniel Wollmann, Walter Wuensch, Nuria Catalan Lasheras, Marçà Boronat, Franz Pernkopf, Graeme Burt
Explainable Machine Learning for Breakdown Prediction in High Gradient RF Cavities. CoRR (2022)
Christoph Obermair, Alexander Fuchs, Franz Pernkopf, Lukas Felsberger, Andrea Apollonio, Daniel Wollmann
Example or Prototype? Learning Concept-Based Explanations in Time-Series. ACML (2022)
Lukas Pfeifenberger, Franz Pernkopf
Blind Speech Separation and Dereverberation using neural beamforming. Speech Commun. 140 (2022)
Lukas Pfeifenberger, Franz Pernkopf
Blind Speech Separation and Dereverberation using Neural Beamforming. CoRR (2021)
David Peter, Wolfgang Roth, Franz Pernkopf
End-to-end Keyword Spotting using Neural Architecture Search and Quantization. CoRR (2021)
Truc Nguyen, Franz Pernkopf
Crackle Detection In Lung Sounds Using Transfer Learning And Multi-Input Convolitional Neural Networks. CoRR (2021)
Lukas Pfeifenberger, Matthias Zöhrer, Franz Pernkopf
Acoustic Echo Cancellation with Cross-Domain Learning. Interspeech (2021)
Stefan Fragner, Tobias Topar, Maximilian Giller, Lukas Pfeifenberger, Franz Pernkopf
Autonomous Robot for Measuring Room Impulse Responses. Interspeech (2021)
Johanna Rock, Wolfgang Roth, Máté Tóth, Paul Meissner, Franz Pernkopf
Resource-Efficient Deep Neural Networks for Automotive Radar Interference Mitigation. IEEE J. Sel. Top. Signal Process. 15 (4) (2021)
Truc Nguyen, Franz Pernkopf
Crackle Detection In Lung Sounds Using Transfer Learning And Multi-Input Convolutional Neural Networks. EMBC (2021)
Truc Nguyen, Franz Pernkopf
Lung Sound Classification Using Co-tuning and Stochastic Normalization. CoRR (2021)
Alexander Fuchs, Johanna Rock, Máté Tóth, Paul Meissner, Franz Pernkopf
Complex-valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation. CoRR (2021)
Philipp Aichinger, Franz Pernkopf
Synthesis and Analysis-By-Synthesis of Modulated Diplophonic Glottal Area Waveforms. IEEE ACM Trans. Audio Speech Lang. Process. 29 (2021)
Harald Leisenberger, Christian Knoll, Richard Seeber, Franz Pernkopf
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions. UAI (2021)
Alexander Fuchs, Christian Knoll, Franz Pernkopf
Distribution Mismatch Correction for Improved Robustness in Deep Neural Networks. CoRR (2021)
Wolfgang Roth, Franz Pernkopf, Günther Schindler, Holger Fröning
On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks. ICPR (2020)
Truc Nguyen, Franz Pernkopf, Michal Kosmider
Acoustic Scene Classification for Mismatched Recording Devices Using Heated-Up Softmax and Spectrum Correction. ICASSP (2020)
Wolfgang Roth, Franz Pernkopf
Differentiable TAN Structure Learning for Bayesian Network Classifiers. CoRR (2020)
Markus Huber, Günther Schindler, Christian Schörkhuber, Wolfgang Roth, Franz Pernkopf, Holger Fröning
Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets. ICASSP (2020)
Martin Trapp, Robert Peharz, Franz Pernkopf, Carl Edward Rasmussen
Deep Structured Mixtures of Gaussian Processes. AISTATS (2020)
Elmar Messner, Melanie Fediuk, Paul Swatek, Stefan Scheidl, Freyja-Maria Smolle-Jüttner, Horst Olschewski, Franz Pernkopf
Multi-channel lung sound classification with convolutional recurrent neural networks. Comput. Biol. Medicine 122 (2020)
Wolfgang Roth, Günther Schindler, Holger Fröning, Franz Pernkopf
On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks. CoRR (2020)
Wolfgang Roth, Franz Pernkopf
Differentiable TAN Structure Learning for Bayesian Network Classifiers. PGM (2020)
Wolfgang Roth, Günther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani
Resource-Efficient Neural Networks for Embedded Systems. CoRR (2020)
Johanna Rock, Wolfgang Roth, Máté Tóth, Paul Meissner, Franz Pernkopf
Quantized Neural Networks for Radar Interference Mitigation. CoRR (2020)
David Peter, Wolfgang Roth, Franz Pernkopf
Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization. CoRR (2020)
Lukas Pfeifenberger, Matthias Zöhrer, Günther Schindler, Wolfgang Roth, Holger Fröning, Franz Pernkopf
Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement. CoRR (2020)
Wolfgang Roth, Franz Pernkopf
Bayesian Neural Networks with Weight Sharing Using Dirichlet Processes. IEEE Trans. Pattern Anal. Mach. Intell. 42 (1) (2020)
Günther Schindler, Wolfgang Roth, Franz Pernkopf, Holger Fröning
Parameterized Structured Pruning for Deep Neural Networks. LOD (2) (2020)
Lukas Pfeifenberger, Franz Pernkopf
Nonlinear Residual Echo Suppression Using a Recurrent Neural Network. INTERSPEECH (2020)
David Peter, Wolfgang Roth, Franz Pernkopf
Resource-Efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization. ICPR (2020)
Johanna Rock, Máté Tóth, Paul Meissner, Franz Pernkopf
Deep Interference Mitigation and Denoising of Real-World FMCW Radar Signals. CoRR (2020)
Alexander Fuchs, Franz Pernkopf
Wasserstein Routed Capsule Networks. CoRR (2020)
Nikolaus Mutsam, Franz Pernkopf
Tracking of a Gunning Jet Using Particle Filtering in Infrared Image Sequences. IEEE Trans. Instrum. Meas. 69 (9) (2020)
Truc Nguyen, Franz Pernkopf
Lung Sound Classification Using Snapshot Ensemble of Convolutional Neural Networks. EMBC (2020)
Christian Knoll, Franz Pernkopf
Belief Propagation: Accurate Marginals or Accurate Partition Function - Where is the Difference? UAI (2019)
Wolfgang Roth, Günther Schindler, Holger Fröning, Franz Pernkopf
Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions. ECML/PKDD (2) (2019)
Philipp Aichinger, Franz Pernkopf, Jean Schoentgen
Detection of extra pulses in synthesized glottal area waveforms of dysphonic voices. Biomed. Signal Process. Control. 50 (2019)
Günther Schindler, Wolfgang Roth, Franz Pernkopf, Holger Fröning
Parameterized Structured Pruning for Deep Neural Networks. CoRR (2019)
Alexander Fuchs, Robin Priewald, Franz Pernkopf
Recurrent Dilated DenseNets for a Time-Series Segmentation Task. ICMLA (2019)
Truc Nguyen, Alexander Fuchs, Franz Pernkopf
Acoustic Scene Classification Using Deep Mixtures of Pre-trained Convolutional Neural Networks. ICMLA (2019)
Johanna Rock, Máté Tóth, Elmar Messner, Paul Meissner, Franz Pernkopf
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks. FUSION (2019)
Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler, Markus Tranninger
Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning (Full Version). CoRR (2019)
Lukas Pfeifenberger, Matthias Zöhrer, Franz Pernkopf
Deep Complex-valued Neural Beamformers. ICASSP (2019)
Martin Trapp, Robert Peharz, Hong Ge, Franz Pernkopf, Zoubin Ghahramani
Bayesian Learning of Sum-Product Networks. NeurIPS (2019)
Johanna Rock, Máté Tóth, Elmar Messner, Paul Meissner, Franz Pernkopf
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks. CoRR (2019)
Bernhard K. Aichernig, Franz Pernkopf, Richard Schumi, Andreas Wurm
Predicting and Testing Latencies with Deep Learning: An IoT Case Study. TAP@FM (2019)
Martin Trapp, Robert Peharz, Franz Pernkopf
Optimisation of Overparametrized Sum-Product Networks. CoRR (2019)
Truc Nguyen, Franz Pernkopf
Acoustic Scene Classification with Mismatched Devices Using CliqueNets and Mixup Data Augmentation. INTERSPEECH (2019)
Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler, Markus Tranninger
Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning. ICTSS (2019)
Truc Nguyen, Franz Pernkopf
Acoustic Scene Classification with Mismatched Recording Devices Using Mixture of Experts Layer. ICME (2019)
Lukas Pfeifenberger, Matthias Zöhrer, Franz Pernkopf
Eigenvector-Based Speech Mask Estimation for Multi-Channel Speech Enhancement. IEEE ACM Trans. Audio Speech Lang. Process. 27 (12) (2019)
Martin Trapp, Robert Peharz, Franz Pernkopf, Carl E. Rasmussen
Deep Structured Mixtures of Gaussian Processes. CoRR (2019)
Martin Trapp, Robert Peharz, Hong Ge, Franz Pernkopf, Zoubin Ghahramani
Bayesian Learning of Sum-Product Networks. CoRR (2019)
Martin Trapp, Robert Peharz, Carl E. Rasmussen, Franz Pernkopf
Learning Deep Mixtures of Gaussian Process Experts Using Sum-Product Networks. CoRR (2018)
Robert Harb, Franz Pernkopf
Sound event detection using weakly-labeled semi-supervised data with GCRNNS, VAT and Self-Adaptive Label Refinement. CoRR (2018)
Elmar Messner, Melanie Fediuk, Paul Swatek, Stefan Scheidl, Freyja-Maria Smolle-Jüttner, Horst Olschewski, Franz Pernkopf
Crackle and Breathing Phase Detection in Lung Sounds with Deep Bidirectional Gated Recurrent Neural Networks. EMBC (2018)
Christian Knoll, Dhagash Mehta, Tianran Chen, Franz Pernkopf
Fixed Points of Belief Propagation - An Analysis via Polynomial Homotopy Continuation. IEEE Trans. Pattern Anal. Mach. Intell. 40 (9) (2018)
Wolfgang Roth, Robert Peharz, Sebastian Tschiatschek, Franz Pernkopf
Hybrid generative-discriminative training of Gaussian mixture models. Pattern Recognit. Lett. 112 (2018)
Franz Pernkopf, Wolfgang Roth, Matthias Zöhrer, Lukas Pfeifenberger, Günther Schindler, Holger Fröning, Sebastian Tschiatschek, Robert Peharz, Matthew Mattina, Zoubin Ghahramani
Efficient and Robust Machine Learning for Real-World Systems. CoRR (2018)
Tobias Schrank, Franz Pernkopf
Automatic Clustering of a Network Protocol with Weakly-Supervised Clustering. CoRR (2018)
Elmar Messner, Matthias Zöhrer, Franz Pernkopf
Heart Sound Segmentation - An Event Detection Approach Using Deep Recurrent Neural Networks. IEEE Trans. Biomed. Eng. 65 (9) (2018)
Martin Ratajczak, Sebastian Tschiatschek, Franz Pernkopf
Sum-Product Networks for Sequence Labeling. CoRR (2018)
Robert Harb, Franz Pernkopf
Sound event detection using weakly labelled semi-supervised data with GCRNNs, VAT and self-adaptive label refinement. DCASE (2018)
Christian Knoll, Florian Kulmer, Franz Pernkopf
Self-Guided Belief Propagation - A Homotopy Continuation Method. CoRR (2018)
Truc Nguyen, Franz Pernkopf
Acoustic scene classification using a convolutional neural network ensemble and nearest neighbor filters. DCASE (2018)
Philipp Aichinger, Martin Hagmüller, Berit Schneider-Stickler, Jean Schoentgen, Franz Pernkopf
Tracking of Multiple Fundamental Frequencies in Diplophonic Voices. IEEE ACM Trans. Audio Speech Lang. Process. 26 (2) (2018)
Günther Schindler, Matthias Zöhrer, Franz Pernkopf, Holger Fröning
Towards Efficient Forward Propagation on Resource-Constrained Systems. ECML/PKDD (1) (2018)
Matthias Zöhrer, Franz Pernkopf
Virtual Adversarial Training and Data Augmentation for Acoustic Event Detection with Gated Recurrent Neural Networks. INTERSPEECH (2017)
Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, Robert Trappl
Safe Semi-Supervised Learning of Sum-Product Networks. UAI (2017)
Christian Knoll, Franz Pernkopf
On Loopy Belief Propagation - Local Stability Analysis for Non-Vanishing Fields. UAI (2017)
Martin Ratajczak, Sebastian Tschiatschek, Franz Pernkopf
Frame and Segment Level Recurrent Neural Networks for Phone Classification. INTERSPEECH (2017)
Elmar Messner, Martin Hagmüller, Paul Swatek, Freyja-Maria Smolle-Jüttner, Franz Pernkopf
Impact of Airflow Rate on Amplitude and Regional Distribution of Normal Lung Sounds. BIOSIGNALS (2017)
Lukas Pfeifenberger, Matthias Zöhrer, Franz Pernkopf
DNN-based speech mask estimation for eigenvector beamforming. ICASSP (2017)
Robert Peharz, Robert Gens, Franz Pernkopf, Pedro M. Domingos
On the Latent Variable Interpretation in Sum-Product Networks. IEEE Trans. Pattern Anal. Mach. Intell. 39 (10) (2017)
Lukas Pfeifenberger, Matthias Zöhrer, Franz Pernkopf
Eigenvector-Based Speech Mask Estimation Using Logistic Regression. INTERSPEECH (2017)
Philipp Aichinger, Martin Hagmüller, Imme Roesner, Berit Schneider-Stickler, Jean Schoentgen, Franz Pernkopf
Fundamental frequency tracking in diplophonic voices. Biomed. Signal Process. Control. 37 (2017)
Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, Robert Trappl
Safe Semi-Supervised Learning of Sum-Product Networks. CoRR (2017)
Elmar Messner, Martin Hagmüller, Paul Swatek, Freyja-Maria Smolle-Jüttner, Franz Pernkopf
Respiratory airflow estimation from lung sounds based on regression. ICASSP (2017)
Martin Ratajczak, Sebastian Tschiatschek, Franz Pernkopf
Virtual Adversarial Training Applied to Neural Higher-Order Factors for Phone Classification. INTERSPEECH (2016)
Elmar Messner, Martin Hagmüller, Paul Swatek, Franz Pernkopf
A Robust Multichannel Lung Sound Recording Device. BIODEVICES (2016)
Matthias Zöhrer, Franz Pernkopf
Gated Recurrent Networks applied to Acoustic Scene Classification. DCASE (2016)

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Publication Activity (10 Years)

Top Topics

Top Venues

Franz Pernkopf