Franz Pernkopf

Franz Pernkopf

Technische Universität Graz

H-index: 35

Europe-Austria

About Franz Pernkopf

Franz Pernkopf, With an exceptional h-index of 35 and a recent h-index of 26 (since 2020), a distinguished researcher at Technische Universität Graz, specializes in the field of Machine learning, artificial intelligence, pattern recognition, discriminative learning, speech and vision applications.

His recent articles reflect a diverse array of research interests and contributions to the field:

Resource-efficient neural networks for embedded systems

Data-Scarce Condition Modeling Requires Model-Based Prior Regularization

Rao-Blackwellising Bayesian Causal Inference

Dataset of Directional Room Impulse Responses for Realistic Speech Data

FMCW radar with interference signal suppression using artificial neural network

Interpretable Anomaly Detection in the LHC Main Dipole Circuits with Non-Negative Matrix Factorization

Fast Variational Block-Sparse Bayesian Learning

Distribution Mismatch Correction for Acoustic Scene Classification

Franz Pernkopf Information

University

Position

___

Citations(all)

4612

Citations(since 2020)

2458

Cited By

3055

hIndex(all)

35

hIndex(since 2020)

26

i10Index(all)

94

i10Index(since 2020)

65

Email

University Profile Page

Technische Universität Graz

Google Scholar

View Google Scholar Profile

Franz Pernkopf Skills & Research Interests

Machine learning

artificial intelligence

pattern recognition

discriminative learning

speech and vision applications

Top articles of Franz Pernkopf

Title

Journal

Author(s)

Publication Date

Resource-efficient neural networks for embedded systems

Journal of Machine Learning Research

Wolfgang Roth

Günther Schindler

Bernhard Klein

Robert Peharz

Sebastian Tschiatschek

...

2024

Data-Scarce Condition Modeling Requires Model-Based Prior Regularization

Nikolaus Mutsam

Alexander Fuchs

Fabio Ziegler

Franz Pernkopf

2024/4/14

Rao-Blackwellising Bayesian Causal Inference

arXiv preprint arXiv:2402.14781

Christian Toth

Christian Knoll

Franz Pernkopf

Robert Peharz

2024/2/22

Dataset of Directional Room Impulse Responses for Realistic Speech Data

Data in Brief

Stefan Fragner

Lukas Pfeifenberger

Martin Hagmüller

Franz Pernkopf

2024/2/22

FMCW radar with interference signal suppression using artificial neural network

2024/2/20

Interpretable Anomaly Detection in the LHC Main Dipole Circuits with Non-Negative Matrix Factorization

IEEE Transactions on Applied Superconductivity

Christoph Obermair

Andrea Apollonio

Zinour Charifoulline

Lukas Felsberger

Marvin Janitschke

...

2024/2/8

Fast Variational Block-Sparse Bayesian Learning

arXiv preprint arXiv:2306.00442

Jakob Möderl

Franz Pernkopf

Klaus Witrisal

Erik Leitinger

2023/6/1

Distribution Mismatch Correction for Acoustic Scene Classification

Lukas Maier

Alexander Fuchs

Franz Pernkopf

2023/9/20

UWBCarGraz dataset

Jakob Möderl

Stefan Posch

Franz Pernkopf

Klaus Witrisal

2023/11/20

Example or prototype? learning concept-based explanations in time-series

Christoph Obermair

Alexander Fuchs

Franz Pernkopf

Lukas Felsberger

Andrea Apollonio

...

2023/4/13

Reliable Belief Propagation: Recent Theoretical and Practical Advances

Christian Knoll

Franz Pernkopf

2023/9/17

Transfer Learning using Musical/Non-Musical Mixtures for Multi-Instrument Recognition

Hannes Bradl

Markus Huber

Franz Pernkopf

2023/9/20

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

arXiv preprint arXiv:2311.10478

Jakob Möderl

Stefan Posch

Franz Pernkopf

Klaus Witrisal

2023/11/17

Variational inference of structured line spectra exploiting group-sparsity

arXiv preprint arXiv:2303.03017

Jakob Möderl

Franz Pernkopf

Klaus Witrisal

Erik Leitinger

2023/3/6

a+ 2M2* H bbB}+ iBQM

Lukas Maier

Alexander Fuchs

Franz Pernkopf

2023/8/24

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

Emil Berger

Barbara Schuppler

Franz Pernkopf

Martin Hagmueller

2023/9/20

End-to-end training of neural networks for automotive radar interference mitigation

Christian Oswald

Mate Toth

Paul Meissner

Franz Pernkopf

2023/11/6

Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022 …

Michael Kamp

Irena Koprinska

Adrien Bibal

Tassadit Bouadi

Benoît Frénay

...

2022/2/18

Self-attention for enhanced OAMP detection in MIMO systems

Alexander Fuchs

Christian Knoll

Nima N Moghadam

Alexey Pak

Jinliang Huang

...

2023/6/4

Lightweight uncertainty modelling using function space particle optimization

Sophie Steger

Bernhard Klein

Holger Fröning

Franz Pernkopf

2023/10/13

See List of Professors in Franz Pernkopf University(Technische Universität Graz)