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Getting at the Heart of Things: Towards Expressivity-aware Computer Systems in Music

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Publications

Investigating Label Noise Sensitivity of Convolutional Neural Networks for Fine-grained Audio Signal Labelling

Author(s): Rainer Kelz, Gerhard Widmer
Published in: Proceedings of the 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), 2018

The Importance of Song Context and Song Order in Automated Music Playlist Generation




Psychological Constraints on String-based Methods for Pattern Discovery in Polyphonic Corpora




A Hybrid Approach to Music Playlist Continuation Based on Playlist-Song Membership

Author(s): Andreu Vall, Matthias Dorfer, Markus Schedl, Gerhard Widmer
Published in: Proceedings of the Symposium on Applied Computing (SAC 2018), 2018

A Large-Scale Study of Language Models for Chord Prediction

Author(s): Filip Korzeniowski, David Sears, Gerhard Widmer
Published in: Proceedings of the 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), 2018

A Computational Study of the Role of Tonal Tension in Expressive Piano Performance




Modeling Majorness as a Perceptual Property of Music




A Predictive Model for Music Based on Learned Relative Pitch Representations

Author(s): Stefan Lattner, Maarten Grachten, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Evaluating Language Models of Tonal Harmony

Author(s): David Sears, Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

A Data-driven Approach to Mid-level Perceptual Feature Modeling

Author(s): Anna Aljanaki, Mohammad Soleymani
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Learning Transposition-Invariant Interval Features from Symbolic Music and Audio

Author(s): Stefan Lattner, Maarten Grachten, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Towards Multi-Instrument Drum Transcription

Author(s): Richard Vogl, Gerhard Widmer, Peter Knees
Published in: Proceedings of the 2018 International Conference on Digital Audio Effects (DAFx 2018), 2018

Genre-agnostic Key Classification with Convolutional Neural Networks

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Learning to Listen, Read, and Follow: Score Following as a Reinforcement Learning Game

Author(s): Matthias Dorfer, Florian Henkel, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Audio-to-Score Alignment using Transposition-invariant Features

Author(s): Andreas Arzt, Stefan Lattner
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Automatic Chord Recognition with Higher-Order Harmonic Language Modelling

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 26th European Signal Processing Conference (EUSIPCO 2018), 2018

Improved Chord Recognition by Combining Duration and Harmonic Language Models

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR 2018), 2018

Machine Learning Approaches to Hybrid Music Recommender Systems

Author(s): Andreu Vall, Gerhard Widmer
Published in: Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2018), 2018

Attention as a Perspective for Learning Tempo-invariant Audio Queries

Author(s): Matthias Dorfer, Jan Hajic, Gerhard Widmer
Published in: Proceedings of the Joint ICML, IJCAI/ECAI, AAMAS Workshop on Machine Learning for Music, 2018

Feature Learning for Chord Recognition: The Deep Chroma Extractor

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2016), 2016

Live Score Following on Sheet Music Images

Author(s): Matthias Dorfer, Andreas Arzt, Sebastian Böck, Amaury Durand, Gerhard Widmer
Published in: 17th International Society for Music Information Retrieval Conference (ISMIR 2016), Late Breaking/Demo Papers, 2016

Towards Score Following in Sheet Music Images

Author(s): Matthias Dorfer, Andreas Arzt, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (2016), 2016

Towards End-to-End Audio-Sheet-Music Retrieval

Author(s): Matthias Dorfer, Andreas Arzt, Gerhard Widmer
Published in: NIPS 2016 End-to-end Learning for Speech and Audio Processing Workshop, 2016

On the Potential of Simple Framewise Approaches to Piano Transcription

Author(s): Rainer Kelz, Matthias Dorfer, Filip Korzeniowski, Sebastian Boeck, Andreas Arzt, Gerhard Widmer
Published in: Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2016), 2016

A fully convolutional deep auditory model for musical chord recognition

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP), 2016, Page(s) 1-6
DOI: 10.1109/MLSP.2016.7738895

Multitask Learning for Polyphonic Piano Transcription, a Case Study

Author(s): Rainer Kelz, Sebastian Böck, Gerhard Widmer
Published in: Proceedings of the First International Workshop on Multilayer Music Representation and Processing (MMRP19), 2019

Deep Polyphonic ADSR Piano Note Transcription

Author(s): Rainer Kelz, Sebastian Böck, Gerhard Widmer
Published in: Proceedings of the 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2019), 2019

A Sequencer with Decoupled Track Timing. (Demonstration Paper)




Two-level Explanations in Music Emotion Recognition

Author(s): Verena Haunschmid, Shreyan Chowdhury, Gerhard Widmer
Published in: ICML 2019 Workshop on Machine Learning for Music Discovery, 36th International Conference on Machine Learning (ICML 2019), 2019

User Curated Shaping of Expressive Performances.

Author(s): Zhengshan Shi, Carlos Eduardo Cancino-Chacón, Gerhard Widmer
Published in: ICML 2019 Workshop on Machine Learning for Music Discovery, 36th International Conference on Machine Learning (ICML 2019), 2019

Towards Interpretable Polyphonic Transcription with Invertible Neural Networks

Author(s): Rainer Kelz, Gerhard Widmer
Published in: Proceedings of the 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

Towards Explainable Music Emotion Recognition: The Route via Mid-level Features.

Author(s): Shreyan Chowdhury, Verena Haunschmid, Gerhard Widmer
Published in: Proceedings of the 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

A Study of Annotation and Alignment Accuracy for Performance Comparison in Complex Orchestral Music

Author(s): Thassilo Gadermaier, Gerhard Widmer
Published in: Proceedings of the 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

Learning Soft-Attention Models for Tempo-invariant Audio-Sheet Music Retrieval

Author(s): Stefan Balke, Matthias Dorfer, Luis Carvalho, Andreas Arzt, Gerhard Widmer
Published in: Proceedings of the 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

A Convolutional Approach to Melody Line Identification in Symbolic Scores

Author(s): Federico Simonetta, Carlos Cancino-Chacon, Stavros Ntalampiras, Gerhard Widmer
Published in: Proceedings of the 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

Linking and Visualising Performance Data and Semantic Music Encodings in Real Time

Author(s): David Weigl, Carlos Cancino Chacón, Martin Bonev, Werner Goebl
Published in: Late breaking / demo papers, 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

partitura: A Python Package for Handling Symbolic Musical Data

Author(s): Maarten Grachten, Carlos Eduardo Cancino-Chacon, Thassilo Gadermaier
Published in: Late breaking / demo papers, 20th International Society for Music Information Retrieval Conference (ISMIR 2019), 2019

Audio-Conditioned U-Net for Position Estimation in Full Sheet Images

Author(s): Florian Henkel, Rainer Kelz, Gerhard Widmer
Published in: Proceedings of the International Workshop on Reading Music Systems (WoRMS) 2019, 2019

Emotion and Theme Recognition in Music with Frequency-Aware RF-Regularized CNNs

Author(s): Khaled Koutini, Shreyan Chowdhury, Verena Haunschmid, Hamid Eghbal-zadeh, Gerhard Widmer
Published in: Proceedings of the MediaEval 2019 Multimedia Benchmark Workshop, 2019

Basis Function Modeling of Loudness Variations in Ensemble Performance

Author(s): Thassilo Gadermaier, Maarten Grachten, Carlos Eduardo Cancino-Chacon
Published in: Proceedings of the 2nd International Conference on New Music Concepts (ICNMC 2016), 2016

Real-time Visualization of Fugue Played by a String Quartet

Author(s): Olivier Lartillot, Carlos Eduardo Cancino-Chacon, Charles Brazier
Published in: Proceedings of the 17th Sound and Music Computing Conference (SMC 2020), 2020

On the Futility of Learning Complex Frame-Level Language Models for Chord Recognition

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 2017 AES International Conference on Semantic Audio, 2017

An Experimental Analysis of the Entanglement Problem in Neural-Network-based Music Transcription Systems

Author(s): Rainer Kelz, Gerhard Widmer
Published in: Proceedings of the 2017 AES International Conference on Semantic Audio, 2017

End-to-End Musical Key Estimation Using a Convolutional Neural Network

Author(s): Filip Korzeniowski, Gerhard Widmer
Published in: Proceedings of the 25th European Signal Processing Conference (EUSIPCO-2017), 2017

Modeling Harmony with Skip-Grams

Author(s): David Sears, Andreas Arzt, Harald Frostel, Reinhard Sonnleitner, Gerhard Widmer
Published in: Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR 2017), 2017

From Bach to the Beatles: The Simulation of Human Tonal Expectation Using Ecologically-trained Predictive Models

Author(s): Carlos Eduardo Cancino-Chacon, Maarten Grachten, Kat Agres
Published in: Proceedings of the 18th International Society of Music Information Retrieval Conference (ISMIR 2017), 2017

Automatic Estimation of Harmonic Tension by Distributed Representation of Chords

Author(s): Ali Nikrang, David Sears, Gerhard Widmer
Published in: Proceedings of the 13th International Symposium on Computer Music Multidisciplinary Research (CMMR), 2017

Learning Audio - Sheet Music Correspondences for Score Identification and Offline Alignment

Author(s): Matthias Dorfer, Andreas Arzt, Gerhard Widmer
Published in: Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR 2017), 2017

Aktuelle Entwicklungen in der automatischen Musikverfolgung

Author(s): Andreas Arzt and Matthias Dorfer
Published in: DGI Workshop: Musik trifft Informatik; 47. Jahrestagung der Gesellschaft fuer Informatik (GI), 2017

Piece Identification in Classical Piano Music Without Reference Scores

Author(s): Andreas Arzt and Gerhard Widmer
Published in: Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR 2017), 2017

Learning Musical Relations using Gated Autoencoders

Author(s): Stefan Lattner, Maarten Grachten, Gerhard Widmer
Published in: Proceedings of the 2nd Conference on Computer Simulation of Musical Creativity (CSMC 2017), 2017

What were you expecting? Using Expectancy Features to Predict Expressive Performances of Classical Piano Music

Author(s): Carlos Eduardo Cancino-Chacon, Maarten Grachten, David Sears, and Gerhard Widmer
Published in: Proceedings of the 10th International Workshop on Machine Learning and Music (MML 2017), 2017

Learning to Read and Follow Music in Complete Score Sheet Images

Author(s): Florian Henkel, Rainer Kelz, Gerhard Widmer
Published in: Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR 2020), 2020

End-to-end cross-modality retrieval with CCA projections and pairwise ranking loss

Author(s): Matthias Dorfer, Jan Schlüter, Andreu Vall, Filip Korzeniowski, Gerhard Widmer
Published in: International Journal of Multimedia Information Retrieval, 2018, ISSN 2192-6611
DOI: 10.1007/s13735-018-0151-5

Imposing Higher-Level Structure in Polyphonic Music Generation Using Convolutional Restricted Boltzmann Machines and Constraints

Author(s): Stefan Lattner, Maarten Grachten, Gerhard Widmer
Published in: Journal of Creative Music Systems, Issue Volume 2, Issue 2, March 2018, 2018, ISSN 2399-7656

Learning Audio–Sheet Music Correspondences for Cross-Modal Retrieval and Piece Identification

Author(s): Matthias Dorfer, Jan Hajič jr., Andreas Arzt, Harald Frostel, Gerhard Widmer
Published in: Transactions of the International Society for Music Information Retrieval, Issue 1/1, 2018, Page(s) 22, ISSN 2514-3298
DOI: 10.5334/tismir.12

Cross-Modal Music Retrieval and Applications: An Overview of Key Methodologies

Author(s): Meinard Mueller, Andreas Arzt, Stefan Balke, Matthias Dorfer, Gerhard Widmer
Published in: IEEE Signal Processing Magazine, Issue 36/1, 2019, Page(s) 52-62, ISSN 1053-5888
DOI: 10.1109/msp.2018.2868887

Computational Models of Expressive Music Performance: A Comprehensive and Critical Review

Author(s): Carlos E. Cancino-Chacón, Maarten Grachten, Werner Goebl, Gerhard Widmer
Published in: Frontiers in Digital Humanities, Issue 5, 2018, Page(s) 1-25, ISSN 2297-2668
DOI: 10.3389/fdigh.2018.00025

Getting Closer to the Essence of Music

Author(s): Gerhard Widmer
Published in: ACM Transactions on Intelligent Systems and Technology, Issue 8/2, 2016, Page(s) 1-13, ISSN 2157-6904
DOI: 10.1145/2899004

Toward Computer-Assisted Understanding of Dynamics in Symphonic Music

Author(s): Maarten Grachten, Carlos Eduardo Cancino-Chacon, Thassilo Gadermaier, Gerhard Widmer
Published in: IEEE MultiMedia, Issue 24/1, 2017, Page(s) 36-46, ISSN 1070-986X
DOI: 10.1109/MMUL.2017.4

Eye gaze as a means of giving and seeking information during musical interaction

Author(s): Laura Bishop, Carlos Cancino-Chacón, Werner Goebl
Published in: Consciousness and Cognition, Issue 68, 2019, Page(s) 73-96, ISSN 1053-8100
DOI: 10.1016/j.concog.2019.01.002

Feature-combination hybrid recommender systems for automated music playlist continuation

Author(s): Andreu Vall, Matthias Dorfer, Hamid Eghbal-zadeh, Markus Schedl, Keki Burjorjee, Gerhard Widmer
Published in: User Modeling and User-Adapted Interaction, 2019, ISSN 0924-1868
DOI: 10.1007/s11257-018-9215-8

Moving to Communicate, Moving to Interact

Author(s): Laura Bishop, Carlos Cancino-Chacón, Werner Goebl
Published in: Music Perception: An Interdisciplinary Journal, Issue 37/1, 2019, Page(s) 1-25, ISSN 0730-7829
DOI: 10.1525/mp.2019.37.1.1

Score Following as a Multi-Modal Reinforcement Learning Problem

Author(s): Florian Henkel, Stefan Balke, Matthias Dorfer, Gerhard Widmer
Published in: Transactions of the International Society for Music Information Retrieval, Issue 2/1, 2019, Page(s) 67-81, ISSN 2514-3298
DOI: 10.5334/tismir.31

Beneath (or Beyond) the Surface: Discovering Voice-leading Patterns with Skip-grams

Author(s): David Sears, Gerhard Widmer
Published in: Journal of Mathematics and Music, 2020, ISSN 1745-9737

An evaluation of linear and non-linear models of expressive dynamics in classical piano and symphonic music

Author(s): Carlos Eduardo Cancino-Chacón, Thassilo Gadermaier, Gerhard Widmer, Maarten Grachten
Published in: Machine Learning, Issue 106/6, 2017, Page(s) 887-909, ISSN 0885-6125
DOI: 10.1007/s10994-017-5631-y

The Accompanion v0.1: An Expressive Accompaniment System

Author(s): Carlos Eduardo Cancino-Chacon, Martin Bonev, Amaury Durand, Maarten Grachten, Andreas Arzt, Laura Bishop, Werner Goebl, Gerhard Widmer
Published in: Late breaking / demo papers, 18th International Society for Music Information Retrieval Conference (ISMIR 2017), 2017

Harmonic Analysis of Musical Audio Using Deep Neural Networks

Author(s): Filip Korzeniowski
Published in: Ph.D. Thesis, 2018

A Regularization Study for Policy Gradient Methods

Author(s): Florian Henkel
Published in: Master's Thesis, 2018

Flexible and Robust Music Tracking

Author(s): Andreas Arzt
Published in: Ph.D. Thesis, 2016

Computational Modeling of Expressive Music Performance through Linear and Non-linear Basis Function Models

Author(s): Carlos Eduardo Cancino-Chacon
Published in: Ph.D. Thesis, 2018

Multimodal Deep Representation Learning and its Application to Audio and Sheet Music

Author(s): Matthias Dorfer
Published in: Ph.D. Thesis, 2018

Modeling Musical Structure with Artificial Neural Networks

Author(s): Stefan Lattner
Published in: Ph.D. Thesis, 2019

Automatic Music Accompaniment via On-line Time Warping and Kalman Filters

Author(s): Hannes Schauer
Published in: Master's Thesis, 2017

Machine Learning Approaches to Hybrid Music Recommender Systems

Author(s): Andreu Vall
Published in: Ph.D. Thesis, 2019