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59
Citations
15327
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3402
National Ranking
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Overview

Gerhard Widmer is affiliated with Johannes Kepler University of Linz in Austria. Their research primarily focuses on computer science with a substantial emphasis on signal processing. Widmer's work spans several subfields including signal processing, computer vision and pattern recognition, artificial intelligence, cognitive neuroscience, and music.

The main topics covered in their research include:

  • Music and Audio Processing
  • Music Technology and Sound Studies
  • Speech and Audio Processing
  • Neuroscience and Music Perception
  • Speech Recognition and Synthesis
  • Diverse Musicological Studies
  • Anomaly Detection Techniques and Applications

Widmer has contributed to a variety of publication venues, with repeated appearances in the following:

  • arXiv (Cornell University)
  • Zenodo (CERN European Organization for Nuclear Research)
  • 2021 29th European Signal Processing Conference (EUSIPCO)
  • Transactions of the International Society for Music Information Retrieval
  • IEEE/ACM Transactions on Audio Speech and Language Processing

Notable recent papers authored or coauthored by Widmer include:

  • Efficient Training of Audio Transformers with Patchout, Interspeech 2022
  • Receptive Field Regularization Techniques for Audio Classification and Tagging With Deep Convolutional Neural Networks, IEEE/ACM Transactions on Audio Speech and Language Processing, 2021
  • Dynamic Convolutional Neural Networks as Efficient Pre-Trained Audio Models, IEEE/ACM Transactions on Audio Speech and Language Processing, 2024
  • On End-to-End White-Box Adversarial Attacks in Music Information Retrieval, Transactions of the International Society for Music Information Retrieval, 2021
  • Differentiable Short-Term Models for Efficient Online Learning and Prediction in Monophonic Music, Transactions of the International Society for Music Information Retrieval, 2022

Widmer frequently collaborates with a group of researchers, including:

  • Khaled Koutini
  • Paul Primus
  • Emmanouil Karystinaios
  • Francesco Foscarin
  • Florian Schmid

Best Publications

  • Learning in the presence of concept drift and hidden contexts

    Gerhard Widmer;Miroslav Kubat

  • Learning in the presence of concept drift and hidden contexts

    Unknown

  • Incremental reduced error pruning

    Johannes Fürnkranz;Gerhard Widmer

  • Improvements of Audio-Based Music Similarity and Genre Classificaton.

    Elias Pampalk;Arthur Flexer;Gerhard Widmer

  • Computational Models of Expressive Music Performance: The State of the Art

    Gerhard Widmer;Werner Goebl

  • Effective learning in dynamic environments by explicit context tracking

    Gerhard Widmer;Miroslav Kubat

  • madmom: A New Python Audio and Music Signal Processing Library

    Sebastian Böck;Filip Korzeniowski;Jan Schlüter;Florian Krebs

  • MATCH: A Music Alignment Tool Chest

    Simon Dixon;Gerhard Widmer

  • DYNAMIC PLAYLIST GENERATION BASED ON SKIPPING BEHAVIOR

    Elias Pampalk;Tim Pohle;Gerhard Widmer

  • Exploring Music Collections by Browsing Different Views

    Elias Pampalk;Simon Dixon;Gerhard Widmer;Gerhard Widmer

  • Evaluating Rhythmic descriptors for Musical Genre Classification

    Simon Dixon;Elias Pampalk;Gerhard Widmer

  • Towards Characterisation of Music via Rhythmic Patterns

    Simon Dixon;Fabien Gouyon;Gerhard Widmer

  • Machine Discoveries: A Few Simple, Robust Local Expression Principles

    Gerhard Widmer

  • Tracking Context Changes through Meta-Learning

    Gerhard Widmer

  • In search of the Horowitz factor

    Gerhard Widmer;Simon Dixon;Werner Goebl;Elias Pampalk

  • Prediction of Ordinal Classes Using Regression Trees

    Stefan Kramer;Gerhard Widmer;Bernhard Pfahringer;Michael De Groeve

  • Efficient Training of Audio Transformers with Patchout.

    Khaled Koutini;Jan Schlüter;Hamid Eghbal-zadeh;Gerhard Widmer

  • Classification of Dance Music by Periodicity Patterns

    Simon Dixon;Elias Pampalk;Gerhard Widmer

  • PLAYLIST GENERATION USING START AND END SONGS

    Arthur Flexer;Dominik Schnitzer;Martin Gasser;Gerhard Widmer

  • Artist Classification with Web-Based Data.

    Peter Knees;Elias Pampalk;Gerhard Widmer

  • An innovative three-dimensional user interface for exploring music collections enriched

    Peter Knees;Markus Schedl;Tim Pohle;Gerhard Widmer

  • Maximum Filter Vibrato Suppression for Onset Detection

    Sebastian Böck;Gerhard Widmer

Frequent Co-Authors

Markus Schedl
Markus Schedl Johannes Kepler University of Linz
Simon Dixon
Simon Dixon Queen Mary University of London
Xavier Serra
Xavier Serra Pompeu Fabra University
Jan Hajič
Jan Hajič Charles University
Bernhard Moser
Bernhard Moser Cardiff University
Meinard Müller
Meinard Müller University of Erlangen-Nuremberg
Stefan Kramer
Stefan Kramer Johannes Gutenberg University of Mainz
Peter F. Ambros
Peter F. Ambros St Anna Children's Hospital
Johannes Fürnkranz
Johannes Fürnkranz Johannes Kepler University of Linz
Efstathios Stamatatos
Efstathios Stamatatos University of the Aegean

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