Franz Pernkopf
Orcid: 0000-0002-6356-3367Affiliations:
- Graz University of Technology, Signal Processing and Speech Communication Laboratory, Austria
According to our database1,
Franz Pernkopf
authored at least 171 papers
between 2001 and 2024.
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Bibliography
2024
Angle-Equivariant Convolutional Neural Networks for Interference Mitigation in Automotive Radar.
CoRR, 2024
2023
IEEE Trans. Pattern Anal. Mach. Intell., April, 2023
CoRR, 2023
Proceedings of the 33rd IEEE International Workshop on Machine Learning for Signal Processing, 2023
Variational Message Passing-Based Respiratory Motion Estimation and Detection Using Radar Signals.
Proceedings of the IEEE International Conference on Acoustics, 2023
Proceedings of the IEEE International Conference on Acoustics, 2023
2022
IEEE Trans. Biomed. Eng., 2022
Speech Commun., 2022
CoRR, 2022
Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation.
Proceedings of the Uncertainty in Artificial Intelligence, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Interspeech 2022, 2022
Proceedings of the IEEE International Conference on Acoustics, 2022
Proceedings of the Asian Conference on Machine Learning, 2022
2021
IEEE ACM Trans. Audio Speech Lang. Process., 2021
Resource-Efficient Deep Neural Networks for Automotive Radar Interference Mitigation.
IEEE J. Sel. Top. Signal Process., 2021
CoRR, 2021
Complex-valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation.
CoRR, 2021
Crackle Detection In Lung Sounds Using Transfer Learning And Multi-Input Convolitional Neural Networks.
CoRR, 2021
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions.
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021
Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021
Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021
Crackle Detection In Lung Sounds Using Transfer Learning And Multi-Input Convolutional Neural Networks.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021
2020
IEEE Trans. Instrum. Meas., 2020
IEEE Trans. Pattern Anal. Mach. Intell., 2020
CoRR, 2020
CoRR, 2020
Multi-channel lung sound classification with convolutional recurrent neural networks.
Comput. Biol. Medicine, 2020
Proceedings of the International Conference on Probabilistic Graphical Models, 2020
Proceedings of the Machine Learning, Optimization, and Data Science, 2020
Proceedings of the Interspeech 2020, 2020
Proceedings of the 25th International Conference on Pattern Recognition, 2020
Resource-Efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization.
Proceedings of the 25th International Conference on Pattern Recognition, 2020
Acoustic Scene Classification for Mismatched Recording Devices Using Heated-Up Softmax and Spectrum Correction.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020
2019
IEEE ACM Trans. Audio Speech Lang. Process., 2019
Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning (Full Version).
CoRR, 2019
Biomed. Signal Process. Control., 2019
Belief Propagation: Accurate Marginals or Accurate Partition Function - Where is the Difference?
Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019
Proceedings of the Tests and Proofs - 13th International Conference, 2019
Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning.
Proceedings of the Testing Software and Systems, 2019
Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Acoustic Scene Classification with Mismatched Devices Using CliqueNets and Mixup Data Augmentation.
Proceedings of the Interspeech 2019, 2019
Acoustic Scene Classification Using Deep Mixtures of Pre-trained Convolutional Neural Networks.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019
Acoustic Scene Classification with Mismatched Recording Devices Using Mixture of Experts Layer.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks.
Proceedings of the 22th International Conference on Information Fusion, 2019
2018
Heart Sound Segmentation - An Event Detection Approach Using Deep Recurrent Neural Networks.
IEEE Trans. Biomed. Eng., 2018
IEEE ACM Trans. Audio Speech Lang. Process., 2018
Pattern Recognit. Lett., 2018
Fixed Points of Belief Propagation - An Analysis via Polynomial Homotopy Continuation.
IEEE Trans. Pattern Anal. Mach. Intell., 2018
Sound event detection using weakly-labeled semi-supervised data with GCRNNS, VAT and Self-Adaptive Label Refinement.
CoRR, 2018
CoRR, 2018
CoRR, 2018
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2018
Crackle and Breathing Phase Detection in Lung Sounds with Deep Bidirectional Gated Recurrent Neural Networks.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018
Acoustic scene classification using a convolutional neural network ensemble and nearest neighbor filters.
Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events, 2018
Sound event detection using weakly labelled semi-supervised data with GCRNNs, VAT and self-adaptive label refinement.
Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events, 2018
2017
IEEE Trans. Pattern Anal. Mach. Intell., 2017
Biomed. Signal Process. Control., 2017
Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017
Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017
Virtual Adversarial Training and Data Augmentation for Acoustic Event Detection with Gated Recurrent Neural Networks.
Proceedings of the Interspeech 2017, 2017
Proceedings of the Interspeech 2017, 2017
Proceedings of the Interspeech 2017, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2017), 2017
2016
Pattern Recognit. Lett., 2016
Virtual Adversarial Training Applied to Neural Higher-Order Factors for Phone Classification.
Proceedings of the Interspeech 2016, 2016
Manual versus Automated: The Challenging Routine of Infant Vocalisation Segmentation in Home Videos to Study Neuro(mal)development.
Proceedings of the Interspeech 2016, 2016
Proceedings of the Interspeech 2016, 2016
Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events, 2016
Proceedings of the 9th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2016), 2016
2015
Representation Learning for Single-Channel Source Separation and Bandwidth Extension.
IEEE ACM Trans. Audio Speech Lang. Process., 2015
IEEE Trans. Pattern Anal. Mach. Intell., 2015
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015
Proceedings of the INTERSPEECH 2015, 2015
Proceedings of the INTERSPEECH 2015, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Multi-channel speech processing architectures for noise robust speech recognition: 3rd CHiME challenge results.
Proceedings of the 2015 IEEE Workshop on Automatic Speech Recognition and Understanding, 2015
Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015
Proceedings of the 2015 International Conference on Affective Computing and Intelligent Interaction, 2015
2014
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2014
Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014
Proceedings of the INTERSPEECH 2014, 2014
Proceedings of the INTERSPEECH 2014, 2014
Proceedings of the INTERSPEECH 2014, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Evaluation of speech enhancement based on pre-image iterations using automatic speech recognition.
Proceedings of the 22nd European Signal Processing Conference, 2014
2013
Model-Based Multiple Pitch Tracking Using Factorial HMMs: Model Adaptation and Inference.
IEEE Trans. Speech Audio Process., 2013
Pattern Recognit., 2013
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2013
Proceedings of the 30th International Conference on Machine Learning, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the Sixteenth International Conference on Artificial Intelligence and Statistics, 2013
2012
IEEE Trans. Pattern Anal. Mach. Intell., 2012
Neurocomputing, 2012
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012
Extension of Pre-Image Speech De-Noising by Voice Activity Detection Using a Bone Conductive Microphone.
Proceedings of the IWAENC 2012 - International Workshop on Acoustic Signal Enhancement, Proceedings, RWTH Aachen University, Germany, September 4th, 2012
Convex Combinations of Maximum Margin Bayesian Network Classifiers.
Proceedings of the ICPRAM 2012, 2012
Proceedings of the 29th International Conference on Machine Learning, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 20th European Signal Processing Conference, 2012
2011
A Probabilistic Interaction Model for Multipitch Tracking With Factorial Hidden Markov Models.
IEEE Trans. Speech Audio Process., 2011
IEEE Trans. Speech Audio Process., 2011
Comput. Speech Lang., 2011
Proceedings of the Advances in Nonlinear Speech Processing, 2011
Proceedings of the INTERSPEECH 2011, 2011
Proceedings of the INTERSPEECH 2011, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
2010
Joint Time-Frequency Segmentation Algorithm for Transient Speech Decomposition and Speech Enhancement.
IEEE Trans. Speech Audio Process., 2010
Efficient Heuristics for Discriminative Structure Learning of Bayesian Network Classifiers.
J. Mach. Learn. Res., 2010
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010
Proceedings of the INTERSPEECH 2010, 2010
Proceedings of the 20th International Conference on Pattern Recognition, 2010
A mixture maximization approach to multipitch tracking with factorial hidden Markov models.
Proceedings of the IEEE International Conference on Acoustics, 2010
On optimizing the computational complexity for VQ-based single channel source separation.
Proceedings of the IEEE International Conference on Acoustics, 2010
2009
Speech Commun., 2009
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009
Finite mixture spectrogram modeling for multipitch tracking using a factorial hidden Markov model.
Proceedings of the INTERSPEECH 2009, 2009
Proceedings of the INTERSPEECH 2009, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
2008
IEEE Trans. Syst. Man Cybern. Part B, 2008
Multiple Object Tracking Using Incremental Learning for Appearance Model Adaptation.
Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008
Proceedings of the International Symposium on Artificial Intelligence and Mathematics, 2008
Proceedings of the INTERSPEECH 2008, 2008
Voice activity detection algorithms using subband power distance feature for noisy environments.
Proceedings of the INTERSPEECH 2008, 2008
Automatic phonetics-driven reconstruction of medical dictations on multiple levels of segmentation.
Proceedings of the IEEE International Conference on Acoustics, 2008
2007
Proceedings of the Image Analysis and Recognition, 4th International Conference, 2007
Proceedings of the International Workshop on Content-Based Multimedia Indexing, 2007
Discriminative learning of bayesian network classifiers.
Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, 2007
2006
Proceedings of the INTERSPEECH 2006, 2006
2005
Pattern Recognit., 2005
IEEE Trans. Pattern Anal. Mach. Intell., 2005
Comput. Ind., 2005
Discriminative versus generative parameter and structure learning of Bayesian network classifiers.
Proceedings of the Machine Learning, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
2004
Pattern Anal. Appl., 2004
Proceedings of the 17th International Conference on Pattern Recognition, 2004
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004
Bayesian Network Classifiers Versus k-NN Classifier Using Sequential Feature Selection.
Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004
2003
Pattern Recognit. Lett., 2003
2002
EURASIP J. Adv. Signal Process., 2002
2001
Proceedings of the Computer Analysis of Images and Patterns, 9th International Conference, 2001