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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Collaborations and top research areas from the last five years
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Acoustic COVID-19 Detection Using Multiple Instance Learning
Reiter, M. & Franz, P., 2025, In: IEEE Journal of Biomedical and Health Informatics. 29, 1, p. 620-630 11 p.Research output: Contribution to journal › Article › peer-review
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Avoiding domain drift and constant predictions with diffusion enhanced vector-quantized autoencoders for temperature prediction
Lampl, N. M., Machado de Freitas, J., Fuchs, A. & Pernkopf, F., 2025, ICASSP.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders
Toth, C., Knoll, C., Pernkopf, F. & Peharz, R., 2025, AISTATS.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Input Uncertainty Attribution by Uncertainty Propagation
Kantz, B. J., Steger, S., Staudinger, C., Feilmayr, C., Wachlmayr, J., Haberl, A., Schuster, S. & Pernkopf, F., 2025, ICASSP.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Multiantenna Radar Signal Interference Mitigation Using Complex-Valued Convolutional Neural Networks
Fuchs, A., Rock, J., Toth, M., Meissner, P. & Pernkopf, F., Mar 2025, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 55, 3, p. 1997 - 2008 12 p.Research output: Contribution to journal › Article › peer-review
Activities
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Uncertainty in Deep Neural Networks
Pernkopf, F. (Speaker)
11 Oct 2023Activity: Talk or presentation › Talk at workshop, seminar or course › Science to science
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Intelligent Systems in Harsh Environments: Research @ TU Graz
Pernkopf, F. (Speaker)
12 Oct 2023Activity: Talk or presentation › Talk at workshop, seminar or course › Science to science
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22nd Annual Conference of the International Speech Communication Association
Pernkopf, F. (Participant)
30 Aug 2021Activity: Participation in or organisation of › Conference or symposium (Participation in/Organisation of)
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IoT, Edge, and Mobilie for Embedded Machine Learning
Pernkopf, F. (Participant)
17 Sept 2021Activity: Participation in or organisation of › Workshop, seminar or course (Participation in/Organisation of)
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Efficient Probabilistic Models for Reasoning Under Uncertainty
Pernkopf, F. (Speaker)
May 2018Activity: Talk or presentation › Invited talk › Science to science
Prizes
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Best Paper Award: The 31st IFIP International Conference on Testing Software and Systems
Aichernig, B. (Recipient), Bloem, R. (Recipient), Ebrahimi, M. (Recipient), Horn, M. (Recipient), Pernkopf, F. (Recipient), Roth, W. (Recipient), Rupp, A. (Recipient), Tappler, M. (Recipient) & Tranninger, M. (Recipient), Oct 2019
Prize: Prizes / Medals / Awards
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Erfinder der TU Graz
Pernkopf, F. (Recipient), Wohlmayr, M. (Recipient) & Stark, M. (Recipient), 18 Oct 2011
Prize: Prizes / Medals / Awards
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CD-Laboratory for Dependable Intelligent Systems in Harsh Environments
Pernkopf, F. (Co-Investigator (CoI))
1/01/23 → 31/12/29
Project: Research project
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Hybrid20 - Fundamentals for integrated computational material, process and product engineering
Pernkopf, F. (Co-Investigator (CoI))
1/01/22 → 31/12/26
Project: Research project
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PRISM - Perceptive Radar Induction via Symbolic Modeling
Pernkopf, F. (Co-Investigator (CoI))
2/06/25 → 31/05/28
Project: Research project
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DNN4Rail - Physics-informed Neural Networks for Multibody Dynamics Simulation and its Application to Railway Vehicles
Pernkopf, F. (Co-Investigator (CoI))
1/01/23 → 31/12/23
Project: Research project
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REPAIR - Robust and ExPlainable AI for Radarsensors
Pernkopf, F. (Co-Investigator (CoI))
1/10/21 → 30/09/24
Project: Research project