Franz Pernkopf

Research output

Research output per year 1999 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024

• 168 Conference paper
• 53 Article
• 10 Paper
• 2 Poster
• 12 More
  • 2 Patent
  • 2 Preprint
  • 1 Book
  • 1 Chapter
  • 1 (Old data) Lecture or Presentation
  • 1 Data set/Database
  • 1 Diploma Thesis
  • 1 Doctoral Thesis
  • 1 Habilitation
  • 1 Working paper

Research output per year

Research output per year

Search results

• 2024

  Data-Scarce Condition Modeling Requires Model-Based Prior Regularization

  Mutsam, N., Fuchs, A., Ziegler, F. & Pernkopf, F., 2024, ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• UWBCarGraz Dataset for Car Occupancy Detection using Ultra-Wideband Radar

  Möderl, J., Posch, S., Pernkopf, F. & Witrisal, K., 26 Jan 2024, (Accepted/In press) 2024 IEEE Radar Conference (RadarConf24). 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Algorithms 100%
  • Detection 100%
  • Residual Neural Network 100%
  • Ultra-Wideband 100%
  • Message Passing 75%
• 2023

  Active Bayesian Causal Inference

  Toth, C., Lorch, L., Knoll, C., Krause, A., Pernkopf, F., Peharz, R. & von Kügelgen, J., Apr 2023, Advances in Neural Information Processing Systems : NeurIPS 2022. Vol. 35.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Reasoning 100%
  • Learning Framework 29%
  • Active Learning 29%
  • Bayesian Perspective 29%
  • Gaussian Process 29%

• Angle-Equivariant Convolutional Neural Networks for Interference Mitigation in Automotive Radar

  Oswald, C., Toth, M., Meissner, P. & Pernkopf, F., 2023, 2023 20th European Radar Conference (EuRAD). p. 135-138 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Architecture 100%
  • Automotive Radar 100%
  • Interference Mitigation 100%
  • Convolutional Neural Network 100%
  • Demonstrates 50%

• Distribution Mismatch Correction for Acoustic Scene Classification

  Maier, L., Fuchs, A. & Pernkopf, F., 2023, ITG Speech Communication.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• End-to-End Training of Neural Networks for Automotive Radar Interference Mitigation

  Oswald, C., Toth, M., Meissner, P. & Pernkopf, F., 2023, 2023 IEEE International Radar Conference (RADAR). 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Radar 100%
  • Automotive Radar 100%
  • Object Detection 100%
  • Interference Mitigation 100%
  • Neural Network 100%

• Example or Prototype? Learning Concept-Based Explanations in Time Series

  Obermair, C., Fuchs, A., Felsberger, L., Pernkopf, F., Apollonio, A. & Wollmann, D., 2023, 2022 Asian Conference on Machine Learning (ACML).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  File

• Reliable Belief Propagation: Recent Theoretical and Practical Advances

  Knoll, C. & Pernkopf, F., 2023, Proceedings of the 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing, MLSP 2023. Comminiello, D. & Scarpiniti, M. (eds.).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Challenging Application 100%

• Self-attention for enhanced OAMP Detection in MIMO Systems

  Fuchs, A., Knoll, C., Leitinger, E. & Pernkopf, F., 2023, ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Proceedings. 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • multiple input multiple output system 100%
  • Output System 100%

• Single Channel Source Separation in the Wild – Conversational Speech in Realistic Environments

  Berger, E., Schuppler, B., Hagmüller, M. & Pernkopf, F., 2023, Speech Communication - 15th ITG Conference. VDE Verlag GmbH, p. 96-100 5 p. (Speech Communication - 15th ITG Conference).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Single Channel 100%
  • Training 100%
  • Resources 100%
  • Neural Network 100%
  • Dialogue 100%

• Transfer Learning Using Musical/Non-Musical Mixtures for Multi-Instrument Recognition

  Bradl, H., Huber, M. & Pernkopf, F., 2023, ITG Speech Communication.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Variational Message Passing-based Respiratory Motion Estimation and Detection Using Radar Signals

  Möderl, J., Leitinger, E., Pernkopf, F. & Witrisal, K., 7 Jun 2023, ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Proceedings. 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2023-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Signal-to-Noise Ratio 100%
  • Fast Fourier Transform 100%
  • Estimator 100%
  • Radar Signal 100%
  • Correlator 100%
• 2022

  Car Occupancy Detection Using Ultra-Wideband Radar

  Möderl, J., Pernkopf, F. & Witrisal, K., 5 Apr 2022, 2021 18th European Radar Conference, EuRAD 2021. IEEE Xplore, p. 313-316 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Delay Profile 100%
  • Correlator 100%
  • Motion Vector 100%

• End-to-end Keyword Spotting using Neural Architecture Search and Quantization

  Peter, D., Roth, W. & Pernkopf, F., 2022, 2022 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Proceedings. Institute of Electrical and Electronics Engineers, p. 3423-3427 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2022-May).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Architecture 100%
  • Neural Architecture Search 100%
  • Models 66%
  • Experiments 16%
  • Obtains 16%

• Fast and Resource-Efficient CNNs for Radar Interference Mitigation on Embedded Hardware

  Hirschmugl, M. E., Rock, J., Meissner, P. & Pernkopf, F., 2022, 2022 19th European Radar Conference, EuRAD 2022. p. 197-200 4 p. (2022 19th European Radar Conference, EuRAD 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Resource Requirement 100%
  • fixed-point arithmetic 100%
  • Programmable Logic 100%

• Fixing the Bethe Approximation: How Structural Modifications in a Graph Improve Belief Propagation

  Leisenberger, H., Pernkopf, F. & Knoll, C., 2022, Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence (UAI 2022): Uncertainty in Artificial Intelligence, 1-5 August 2022, Eindhoven, The Netherlands. p. 1085–1095 (Proceedings of Machine Learning Research ; vol. 180).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  • Belief Propagation 100%
  • Free Energy 100%
  • Classical Concept 25%

• Homophone Disambiguation Profits from Durational Information

  Schuppler, B., Berger, E., Kogler, X. & Pernkopf, F., 2022, Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. Vol. 2022-September. p. 3198-3202 5 p. (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  • Automatic Speech Recognition 100%
  • Homophone 100%
  • Random Forest 66%
  • Speech Recognition System 66%
  • Reduction 33%
• 2021

  Acoustic Echo Cancellation with Cross-Domain Learning

  Pfeifenberger, L., Zöhrer, M. & Pernkopf, F., 2021, Interspeech.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Autonomous Robot for Measuring Room Impulse Responses

  Fragner, S., Topar, T., Giller, P. M., Pfeifenberger, L. & Pernkopf, F., 2021, Interspeech, Shoh&Tell.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Car Occupant Detection Using Ultra-Wideband Radar

  Möderl, J., Pernkopf, F. & Witrisal, K., 31 May 2021, 3rd Post IRACON Meeting. 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Ultra-Wideband 100%
  • Radar 100%
  • Railroad Cars 100%
  • Demonstrates 33%
  • Measurement 33%

• Complex-Valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation

  Fuchs, A., Rock, J., Toth, M. A., Meissner, P. & Pernkopf, F., 2021, IEEE Radar Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Convergence Behavior of Belief Propagation: Estimating Regions of Attraction via Lyapunov Functions

  Leisenberger, H., Knoll, C., Seeber, R. & Pernkopf, F., 27 Jul 2021, 37th Conference on Uncertainty in Artificial Intelligence. p. 1863-1873 (Proceedings of Machine Learning Research; vol. 161).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Crackle Detection In Lung Sounds Using Transfer Learning And Multi-Input Convolitional Neural Networks

  Nguyen, T. & Pernkopf, F., 2021, IEEE Engineering in Medicine and Biology Society (EMBC).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Digital Optimization of Refractory Mainenance

  Mutsam, N., Pernkopf, F. & Lammer, G., 2021, The Iron \& Steel Technology Conference and Exposition.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Digital optimization of refractory maintenance

  Mutsam, N., Pernkopf, F. & Lammer, G., 2021, AISTech 2021 - Proceedings of the Iron and Steel Technology Conference. Association for Iron and Steel Technology, p. 1657-1666 10 p. (AISTech - Iron and Steel Technology Conference Proceedings; vol. 2021-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Efficiency 100%
  • Measurement 100%
  • Supports 100%
  • Optimization 100%
  • Planning 100%

• Machine Learning with a Hybrid Model for Monitoring of the Protection Systems of the LHC

  Obermair, C., Apollonio, A., Charifoulline, Z., Maciejewski, M., Pernkopf, F. & Verweij, A., 2021, International Particle Accelerator Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Wasserstein Distribution Correction for Improved Robustness in Deep Neural Networks

  Fuchs, A., Knoll, C. & Pernkopf, F., 2021, NeurIPS Workshop DistShift.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
• 2020

  Acoustic Scene Classification for Mismatched Recording Devices Using Heated-Up Softmax and Spectrum Correction

  Nguyen, T., Kośmider, M. & Pernkopf, F., May 2020, 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings. p. 126-130 5 p. 9053582

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Recording Device 100%
  • Data Distribution 66%
  • Deep Neural Network 66%
  • Classification Accuracy 33%
  • Frequency Response 33%

• Deep Structured Mixtures of Gaussian Processes

  Trapp, M., Peharz, R., Pernkopf, F. & Rassmusen, C., 2020, Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR108. Vol. 108. p. 2251-2261 (Proceedings of Machine Learning Research).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Laser-based Hair Crack Detection on Wafers

  Fuchs, A., Priewald, R. & Pernkopf, F., Aug 2020, 2020 31st Annual SEMI Advanced Semiconductor Manufacturing Conference, ASMC 2020. 6 p. 9185278. (ASMC (Advanced Semiconductor Manufacturing Conference) Proceedings; vol. 2020-August).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Crack Detection 100%
  • Data Analysis Tool 50%
  • False Positive Rate 33%

• Lung Sound Classification Using Snapshot Ensemble of Convolutional Neural Networks

  Nguyen, T. & Pernkopf, F., Jul 2020, 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society: Enabling Innovative Technologies for Global Healthcare, EMBC 2020. Institute of Electrical and Electronics Engineers, p. 760-763 4 p. 9176076. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2020-July).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Training Cycle 100%
  • Local Optimum 80%
  • Multiple Model 80%
  • Single Mode 80%
  • Cosine 80%

• Nonlinear Residual Echo Suppression using a Recurrent Neural Network

  Pfeifenberger, L. & Pernkopf, F., 1 Jan 2020, Interspeech 2020. ISCA, International Speech Communication Association, Vol. 2020-October. p. 3950-3954 5 p. (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Performance 100%
  • Acoustics 100%
  • Microphone 100%
  • Recurrent Neural Network 100%
  • Loudspeaker 100%

• Parameterized Structured Pruning for Deep Neural Networks

  Schindler, G., Roth, W., Pernkopf, F. & Fröning, H., 1 Jan 2020, Machine Learning, Optimization, and Data Science - 6th International Conference, LOD 2020, Revised Selected Papers. Nicosia, G., Ojha, V., La Malfa, E., Jansen, G., Sciacca, V., Pardalos, P., Giuffrida, G. & Umeton, R. (eds.). Springer, Cham, p. 16-27 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12566 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Deep Neural Network 100%
  • Weight 100%
  • Quantization (Signal Processing) 50%
  • Channels 25%
  • Hardware 25%

• Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled DenseNets

  Huber, M., Schindler, G., Roth, W., Fröning, H., Schörkhuber, C. & Pernkopf, F., May 2020, 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings. p. 806-810 5 p. 9053542. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2020-May).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Models 100%
  • Single Channel 100%
  • DenseNet 100%
  • Separation Performance 66%
  • Efficiency 33%
• 2019

  Acoustic Scene Classification Using Deep Mixture of Pre-trained Convolutional Neural Networks

  Nguyen, T. K. T., Pernkopf, F. & Fuchs, A., 2019, IEEE International Conference on Machine Learning and Applications.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Acoustic Scene Classification with Mismatched Devices Using CliqueNets and Mixup Data Augmentation

  Nguyen, T. K. T. & Pernkopf, F., 2019, Interspeech.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Acoustic Scene Classification with Mismatched Recording Devices Using Mixture of Experts Layers

  Nguyen, T. K. T. & Pernkopf, F., 2019, IEEE International Conference on Multimedia and Expo (ICME).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Bayesian Learning of Sum-Product Networks

  Trapp, M., Peharz, R., Ge, H., Pernkopf, F. & Ghaharamani, Z., 2019, Neural Information Processing (NeurIPS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Belief Propagation: Accurate Marginals or Accurate Partition Function - Where is the Difference?

  Knoll, C. & Pernkopf, F., 23 Jul 2019, Uncertainty in Artificial Intelligence.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Marginals 100%
  • Beliefs 100%
  • Models 66%
  • Quantity 33%
  • Demonstrates 33%

• CNNs for Interference Mitigaton and Denoising in Automotive Radar Using Real World Data

  Rock, J., Toth, M. A., Meissner, P. & Pernkopf, F., 2019, NeurIPS Workshop on Machine Learning for Autonomous Driving.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Complex Signal Denoising for Automotive Radar using Convolutional Neural Networks

  Rock, J., Toth, M. A., Messner, E., Meissner, P. & Pernkopf, F., 2019, FUSION.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Deep Complex-valued Neural Beamformers

  Pfeifenberger, L., Zöhrer, M. & Pernkopf, F., 2019, International Conference on Acoustics, Speech and Signal Processing (ICASSP).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Glottal Area Waveform Modeling based Voice Quality Typing

  Aichinger, P., Roesner, I., Pernkopf, F. & Schoentgen, J., 2019, International Conference on Advances in Quantitative Laryngology, Voice and Speech Research.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Graph Tracking in Dynamic Probabilistic Programs via Source Transformations

  Gabler, P., Trapp, M., Ge, H. & Pernkopf, F., 2019, Symposium on Advances in Approximate Bayesian Inference (AABI).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning

  Aichernig, B. K., Bloem, R., Ebrahimi, M., Horn, M., Pernkopf, F., Roth, W., Rupp, A., Tappler, M. & Tranninger, M., 2019, Testing Software and Systems: 31st IFIP WG 6.1 International Conference, ICTSS 2019, Paris, France, October 15–17, 2019, Proceedings. Gaston, C., Kosmatov, N. & Le Gall, P. (eds.). Cham: Springer International Publishing AG , p. 3-21 19 p. (Lecture Notes in Computer Science; vol. 11812).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Digital Behavior 100%

• Predicting and Testing Latencies with Deep Learning: An IoT Case Study

  Aichernig, B., Pernkopf, F., Schumi, R. A. & Wurm, A., 2019, Tests and Proofs - 13th International Conference, {TAP} 2019, Held as Part of the Third World Congress on Formal Methods 2019, Porto, Portugal, October 9-11, 2019, Proceedings. Springer, p. 93-111 (Lecture Notes in Computer Science; vol. 11823).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Recurrent Dilated DenseNets for a Time-Series Segmentation Task

  Fuchs, A., Priewald, R. & Pernkopf, F., 2019, IEEE International Conference on Machine Learning and Applications.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Refractory condition monitoring and lifetime prognosis for Rh degasser

  Viertauer, A., Mutsam, N., Pernkopf, F., Gantner, A., Grimm, G., Winkler, W., Lammer, G. & Ratz, A., 1 Jan 2019, 2019 AISTech Conference Proceedings. p. 1081-1089 9 p. PR-377-111

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Degassers 100%
  • Artificial Intelligence Technique 50%

• Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions

  Roth, W., Schindler, G., Fröning, H. & Pernkopf, F., 2019, European Conference on Machine Learning (ECML).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
• 2018

  Acoustic Scene Classification Using A Convolutional Neural Network Ensemble and Nearest Neighbor Filters

  Nguyen, T. K. T. & Pernkopf, F., 2018, Workshop on Detection and Classification of Acoustic Scenes and Events.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review