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Franz Pernkopf

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Professor

Graz University of Technology

Austria

Research Interests

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Professors in Austria Professors in Biostatistics Biostatistics professors in Austria

Recent Grants

Grant: Open

Physics-Informed Neural Networks for Multibody Dynamics Simulation and its Application to Railway Vehicles

Open Date: 2023-01-01

Close Date: 2026-12-01

Grant: Open

CD Laboratory for Dependable Intelligent Systems in Harsh Environments

Open Date: 2023-01-01

Close Date: 2029-12-01

Grant: Close

Robust and ExPlainable AI For RadarSensors (REPAIR)

Open Date: 2021-10-01

Close Date: 2024-09-01

Grant: Close

Smart Accelerated Hardware for Radar Sensors enabling Autonomous Driving

Open Date: 2018-10-01

Close Date: 2022-03-01

Grant: Close

Resource-Efficient Deep Models for Embedded Systems

Open Date: 2016-10-01

Close Date: 2020-12-31

Articles (30)

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Collaborators (8)

Holger Severin Bovbjerg

Aalborg University

DENMARK

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Klaus Witrisal

Graz University of Technology

AUSTRIA

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Barbara Schuppler

Graz University of Technology (90000)

AUSTRIA

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Philipp Aichinger

Medical University of Vienna

AUSTRIA

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Stefan Mangard

Graz University of Technology

AUSTRIA

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Erik Leitinger

Ass. Professor

Graz University of Technology

AUSTRIA

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Mate Toth

Graz University of Technology (90000)

AUSTRIA

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Jakob Möderl

Graz University of Technology (90000)

AUSTRIA

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ApplyKite TwinLearns as you apply

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Franz Pernkopf

Research Interests

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Recent Grants

Articles (30)

Adaptive Variational Inference

GaPaTTA: Gaussian Entropy-Guided Prompt Placement for Test-Time Adaptation in Semantic Segmentation

FMCW Radar Interference Mitigation Based on the Fractional Fourier Transform

Lung-Sound Respiratory Disease Classification via Multiple-Instance Learning

Motion Estimation for Cable-Driven Surgical-Robotic Continuum Joints Using a Multi-Branch Co-Attention Recurrent Network

Fast Variational Block-Sparse Bayesian Learning

On Loopy Belief Propagation for SASCAs: An Analysis and Empirical Study of the Inference Problem

Multiantenna Radar Signal Interference Mitigation Using Complex-Valued Convolutional Neural Networks

Uncertainty prediction for prominence classification with chroma features

Two-Level Test-Time Adaptation in Multimodal Learning

On the Fractional Fourier Transform for FMCW Radar Interference Mitigation

Acoustic COVID-19 Detection Using Multiple Instance Learning

Avoiding Domain Drift and Constant Predictions with Diffusion Enhanced Vector-Quantized Autoencoders for Temperature Predictions

Complex-Valued and Quantized Neural Networks for In-Car Occupancy Detection Using IR-UWB Radar

HR-OTTA: Robust Online Test-Time Adaptation with Hybrid Fine-Tuning

Model-Agnostic Uncertainty Calibration for Noisy Constraint Modeling in Bainitic Steel Optimization

Uncertainty aware design space modeling for sample efficiency in material design of bainitic steels

Interpretable Anomaly Detection in the LHC Main Dipole Circuits With Nonnegative Matrix Factorization

Dataset of directional room impulse responses for realistic speech data

Variational Inference of Structured Line Spectra Exploiting Group-Sparsity

Lung Sound Classification Using Co-Tuning and Stochastic Normalization

Blind Speech Separation and Dereverberation using neural beamforming

Explainable machine learning for breakdown prediction in high gradient rf cavities

Self-Guided Belief Propagation – a Homotopy Continuation Method

Resource-Efficient Deep Neural Networks for Automotive Radar Interference Mitigation

Synthesis and Analysis-By-Synthesis of Modulated Diplophonic Glottal Area Waveforms

Tracking of a Gunning Jet Using Particle Filtering in Infrared Image Sequences

Bayesian Neural Networks with Weight Sharing Using Dirichlet Processes

Belief propagation: Accurate marginals or accurate partition function - Where is the difference?

Multi-channel lung sound classification with convolutional recurrent neural networks

Collaborators (8)

Holger Severin Bovbjerg

Klaus Witrisal

Barbara Schuppler

Philipp Aichinger

Stefan Mangard

Erik Leitinger

Mate Toth

Jakob Möderl

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