Research output per year
Research output per year
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Dive into the research topics where Franz Pernkopf is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Research output
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On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks
Roth, W., Schindler, G., Fröning, H. & Pernkopf, F., 2021.Research output: Contribution to conference › Paper
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Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization
Peter, D., Roth, W. & Pernkopf, F., 2021.Research output: Contribution to conference › Paper
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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. 9053582Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Belief propagation: accurate marginals or accurate partition function—where is the difference?
Knoll, C. & Pernkopf, F., 21 Dec 2020, In : Journal of Statistical Mechanics: Theory and Experiment. 2020, 12, 124009.Research output: Contribution to journal › Article
Open Access -
Deep Structured Mixtures of Gaussian Processes
Trapp, M., Peharz, R., Pernkopf, F. & Rassmusen, C., 2020, Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics. p. 2251-2261 (Proceedings of Machine Learning Research, PMLR; vol. 108).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Activities
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INTERSPEECH 2019
Gernot Kubin (Chair), Martin Hagmüller (Chair), Barbara Schuppler (Chair), Franz Pernkopf (Chair)2018 → 2019Activity: Participation in or organisation of › Conference or symposium (Participation in/Organisation of)
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Efficient Probabilistic Models for Reasoning Under Uncertainty
Franz Pernkopf (Speaker)May 2018Activity: Talk or presentation › Invited talk › Science to science
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Efficient Probabilistic Models for Reasoning Under Uncertainty
Franz Pernkopf (Speaker)Jun 2017Activity: Talk or presentation › Invited talk › Science to science
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Interspeech (Schweden)
Franz Pernkopf (Visitor)19 Aug 2017 → 24 Aug 2017Activity: Visiting an external academic institution › Research at external institution
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Workshop (Deutschland)
Franz Pernkopf (Visitor)8 Oct 2017 → 10 Oct 2017Activity: Visiting an external academic institution › Research at external institution
Prizes
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Best Paper Award: The 31st IFIP International Conference on Testing Software and Systems
Bernhard Aichernig (Recipient), Roderick Bloem (Recipient), Masoud Ebrahimi (Recipient), Martin Horn (Recipient), Franz Pernkopf (Recipient), Wolfgang Roth (Recipient), Astrid Rupp (Recipient), Martin Tappler (Recipient) & Markus Tranninger (Recipient), Oct 2019
Prize: Prizes / Medals / Awards
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Erfinder der TU Graz
Franz Pernkopf (Recipient), Michael Wohlmayr (Recipient) & Michael Stark (Recipient), 18 Oct 2011
Prize: Prizes / Medals / Awards
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Fahrzeugverband-Jubiläumsstifung
Franz Pernkopf (Recipient), 1 Jan 2003
Prize: Prizes / Medals / Awards
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Projects
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Inference - General Framework for Inference on Graphical Models
1/10/20 → 30/09/22
Project: Research project
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InViDia - Intelligent model-based vibration diagnostics for automotive NVH applications
Horn, M., Pernkopf, F. & Reichhartinger, M.
1/01/20 → 30/06/22
Project: Research project
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SAHaRA - Smart Accelerated Hardware for Radar Sensors enabling Autonomous Driving
1/11/17 → 31/10/20
Project: Research project
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FWF - Deep Models - Resource-Efficient Deep Models for Embedded Systems
1/10/16 → 31/12/20
Project: Research project
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Dependable Internet of Things
Boano, C. A., Kubin, G., Bloem, R., Horn, M., Pernkopf, F., Zakany, N., Mangard, S., Witrisal, K., Römer, K. U., Aichernig, B., Bösch, W., Baunach, M. C., Tappler, M., Malenko, M., Weiser, S., Eichlseder, M., Leitinger, E., Grosinger, J., Großwindhager, B., Ebrahimi, M., Alothman Alterkawi, A. B., Knoll, C., Teschl, R., Saukh, O., Rath, M., Steinberger, M., Steinbauer, G. & Tranninger, M.
1/01/16 → 31/03/22
Project: Research project