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
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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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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Complex-Valued and Quantized Neural Networks for In-Car Occupancy Detection Using IR-UWB Radar
Klantschnig, L., Witschnig, H. & Pernkopf, F., 2025, 2025 22nd European Radar Conference (EuRAD). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Data and Modelling Assumptions in Physics-Informed Operator Learning
Hofmann-Wellenhof, M., Fuchs, A., Geiger, B. & Pernkopf, F., 2025, 1st Workshop on Differentiable Systems and Scientific Machine Learning @ EurIPS 2025. 13 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter › 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
Activities
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Resource-efficiency and Robustness in Deep Learning
Pernkopf, F. (Speaker)
2025Activity: Talk or presentation › Talk at workshop, seminar or course › Science to science
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Dependable Intelligent Systems in Harsh Environments
Pernkopf, F. (Speaker)
2025Activity: Talk or presentation › Talk at workshop, seminar or course › Science to science
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Dependable Intelligent Systems in Harsh Environments
Pernkopf, F. (Speaker)
3 Oct 2025Activity: Talk or presentation › Talk at workshop, seminar or course › Science to science
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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
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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PRISM - Perceptive Radar Induction via Symbolic Modeling
Pernkopf, F. (Consortium manager resp. coordinator with external organisations) & Pernkopf, F. (Project manager on research unit)
2/06/25 → 31/05/28
Project: Research project
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CD-Laboratory for Dependable Intelligent Systems in Harsh Environments
Pernkopf, F. (Project manager on research unit) & Pernkopf, F. (Consortium manager resp. coordinator with external organisations)
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. (Project manager on research unit)
1/01/22 → 31/12/26
Project: Research project
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DNN4Rail - Physics-informed Neural Networks for Multibody Dynamics Simulation and its Application to Railway Vehicles
Pernkopf, F. (Project manager on research unit)
1/01/23 → 31/12/23
Project: Research project
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REPAIR - Robust and ExPlainable AI for Radarsensors
Pernkopf, F. (Project manager on research unit) & Pernkopf, F. (Consortium manager resp. coordinator with external organisations)
1/10/21 → 30/09/24
Project: Research project