Exploring Musical Possibilities via Machine Simulation

Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation

Author(s): Florian Schmid, Khaled Koutini, Gerhard Widmer
Published in: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023, 2023
Publisher: IEEE
DOI: 10.48550/arxiv.2211.04772

The match File Format: Encoding Alignments between Scores and Performances

Author(s): Francesco Foscarin, Emmanouil Karystinaios, Silvan David Peter, Carlos Cancino-Chacón, Maarten Grachten, Gerhard Widmer
Published in: Proceedings of the Music Encoding Conference (MEC 2022), 2022
Publisher: Tne Music Encoding Initiative (MEI)
DOI: 10.48550/arxiv.2206.01104

8+8=4: Formalizing Time Units to Handle Symbolic Music Durations

Author(s): Emmanouil Karystinaios, Francesco Foscarin, Florent Jacquemard, Masahiko Sakai, Satoshi Tojo, Gerhard Widmer
Published in: Proceedings of the 16th International Symposium on Computer Music Multidisciplinary Research (CMMR 2023), 2023
Publisher: Springer
DOI: 10.48550/arxiv.2310.14952

Cluster and Separate: A GNN Approach to Voice and Staff Prediction for Score Engraving

Author(s): Francesco Foscarin, Emmanouil Karystinaios, Eita Nakamura, Gerhard Widmer
Published in: Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR 2024), 2024
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2407.21030

The ACCompanion: Combining Reactivity, Robustness, and Musical Expressivity in an Automatic Piano Accompanist

Author(s): Carlos Cancino-Chacón, Silvan Peter, Patricia Hu, Emmanouil Karystinaios, Florian Henkel, Francesco Foscarin, Nimrod Varga, Gerhard Widmer
Published in: Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI-23), 2023
Publisher: IJCAI

Are we describing the same sound? An Analysis of Word Embedding Spaces of Expressive Piano Performance

Author(s): Silvan Peter, Shreyan Chowdhury, Carlos Cancino-Chacón, Gerhard Widmer
Published in: Proceedings of the Forum for Information Retrieval Evaluation (FIRE 2023), 2023
Publisher: Association for Computing Machinery (ACM)
DOI: 10.48550/arxiv.2401.02979

Passage Summarization with Recurrent Models for Audio-Sheet Music Retrieval

Author(s): Luis Carvalho, Gerhard Widmer
Published in: Proceedings of the 24th Conference of the International Society for Music Information Retrieval (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2309.12111

The GlueNote: Learned Representations for Robust and Flexible Note Alignment

Author(s): Silvan Peter, Gerhard Widmer
Published in: Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR 2024), 2024
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2408.04309

Partitura: A Python Package for Symbolic Music Processing

Author(s): Carlos Cancino-Chacón, Silvan David Peter, Emmanouil Karystinaios, Francesco Foscarin, Maarten Grachten, Gerhard Widmer
Published in: Proceedings of the Music Encoding Conference (MEC 2022), 2022
Publisher: The Music Encoding Initiative (MEI)
DOI: 10.48550/arxiv.2206.01071

The Rach3 Dataset: Towards Data-Driven Analysis of Piano Performance Rehearsal

Author(s): Carlos Cancino-Chacón, Ivan Pilkov
Published in: Proceedings of the 30th International Conference on Multimedia Modeling (MMM 2024), 2024
Publisher: Springer Verlag
DOI: 10.1007/978-3-031-56435-2_3

Decoding and Visualising Intended Emotion in an Expressive Piano Performance

Author(s): Shreyan Chowdhury, Gerhard Widmer
Published in: 23rd International Society for Music Information Retrieval Conference (ISMIR 2022), Late-Breaking/Demo Papers, 2022
Publisher: International Society for Music Information Retrieval (ISMIR)
DOI: 10.48550/arxiv.2303.01875

Beat this: Accurate Beat Tracking Without DBN Postprocessing

Author(s): Francesco Foscarin, Jan Schlüter, Gerhard Widmer
Published in: Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR 2024), 2024
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2407.21658

Sounding Out Reconstruction Error-Based Evaluation of Generative Models of Expressive Performance

Author(s): Silvan Peter, Carlos Cancino-Chacón, Emmanouil Karystinaios, Gerhard Widmer
Published in: Proceedings of the 10th International Conference on Digital Libraries for Musicology (DLfM '23), 2023, Page(s) 58-66
Publisher: ACM
DOI: 10.1145/3625135.3625141

Discrete Diffusion Probabilistic Models for Symbolic Music Generation

Author(s): Matthias Plasser, Silvan Peter, Gerhard Widmer
Published in: Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI-23), 2023
Publisher: IJCAI

The Batik-plays-Mozart Corpus: Linking Performance to Score to Musicological Annotations

Author(s): Patricia Hu, Gerhard Widmer
Published in: Proceedings of the 24th International Society for Music Information Retrieval Conference (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2309.02399

"Concept-Based Techniques for ""Musicologist-friendly"" Explanations in a Deep Music Classifier"

Author(s): Francesco Foscarin, Katharina Hoedt, Verena Praher, Arthur Flexer, Gerhard Widmer
Published in: Proceedings of the 23rd International Society for Music Information Retrieval Conference (ISMIR 2022), 2022
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2208.12485

Exploring Sampling Techniques for Generating Melodies with a Transformer Language Model

Author(s): Mathias Rose Bjare, Stefan Lattner, Gerhard Widmer
Published in: Proceedings of the 24th International Society for Music Information Retrieval Conference (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2308.09454

Perception-Inspired Graph Convolution for Music Understanding Tasks

Author(s): Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer
Published in: Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI-24), 2024
Publisher: International Joint Conferences on Artificial Intelligence, Inc. (IJCAI)
DOI: 10.48550/arxiv.2405.09224

Cadence Detection in Symbolic Classical Music using Graph Neural Networks

Author(s): Emmanouil Karystinaios and Gerhard Widmer
Published in: Proceedings of the 23rd International Society for Music Information Retrieval Conference (ISMIR 2022), 2022
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2208.14819

Towards Robust and Truly Large-Scale Audio-Sheet Music Retrieval

Author(s): Luis Carvalho, Gerhard Widmer
Published in: Proceedings of the IEEE 6th International Conference on Multimedia Information Processing and Retrieval (MIPR), 2023
Publisher: IEEE
DOI: 10.48550/arxiv.2309.12158

SMUG-Explain: A Framework for Symbolic Music Graph Explanations

Author(s): Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer
Published in: Proceedings of the Sound and Music Computing Conference 2024 (SMC2024), 2024
Publisher: Sound and Music Computing Network
DOI: 10.48550/arxiv.2405.09241

Predicting Music Hierarchies with a Graph-Based Neural Decoder

Author(s): Francesco Foscarin, Daniel Harasim, Gerhard Widmer
Published in: Proceedings of the 24th International Society for Music Information Retrieval Conference (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2306.16955

Self-Supervised Contrastive Learning for Robust Audio-Sheet Music Retrieval Systems

Author(s): Luis Carvalho, Tobias Washüttl, Gerhard Widmer
Published in: Proceedings of the 14th ACM Conference on Multimedia Systems (MMSys 2023), 2023
Publisher: Association for Computing Machinery (ACM)
DOI: 10.1145/3587819.3590968

Differentiable Dictionary Search: Integrating Linear Mixing with Deep Non-Linear Modelling for Audio Source Separation

Author(s): Lukas Samuel Martak, Rainer Kelz, Gerhard Widmer
Published in: Proceedings of the 24th International Congress on Acoustics (ICA 2022), 2022
Publisher: International Commission for Acoustics (ICA)

Defending a Music Recommender Against Hubness-Based Adversarial Attacks

Author(s): Katharina Hoedt, Arthur Flexer, Gerhard Widmer
Published in: Proceedings of the 19th Sound and Music Computing Conference (SMC 2022), 2022
Publisher: Telecom Saint-Etienne
DOI: 10.5281/zenodo.6573391

Symbolic Music Representations for Classification Tasks: A Systematic Evaluation

Author(s): Huan Zhang, Emmanouil Karystinaios, Simon Dixon, Gerhard Widmer, Carlos Eduardo Cancino-Chacón
Published in: Proceedings of the 24th International Society for Music Information Retrieval Conference (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2309.02567

GraphMuse: A Library for Symbolic Music Graph Processing

Author(s): Emmanouil Karystinaios, Gerhard Widmer
Published in: Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR 2024), 2024
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2407.12671

Towards Musically Informed Evaluation of Piano Transcription Models

Author(s): Patricia Hu, Lukas Martak, Carlos Cancino-Chacon, Gerhard Widmer
Published in: Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR 2024), 2024
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2406.08454

Online Symbolic Music Alignment with Offline Reinforcement Learning

Author(s): Silvan Peter
Published in: Proceedings of the 24th International Society for Music Information Retrieval Conference (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2401.00466

Controlling Surprisal in Music Generation via Information Content Curve Matching

Author(s): Mathias Bjare, Stefan Lattner, Gerhard Widmer
Published in: Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR 2024), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2408.06022

Learning General Audio Representations with Large-Scale Training of Patchout Audio Transformers

Author(s): Khaled Koutini, Shahed Masoudian, Florian Schmid, Hamid Eghbal-zadeh, Jan Schlüter, Gerhard Widmer
Published in: Proceedings of HEAR 2021: Holistic Evaluation of Audio Representations, 2022, Page(s) PMLR 166, 65-89, ISSN 2640-3498
Publisher: JMLR, Inc.
DOI: 10.48550/arxiv.2211.13956

Music Visualisation and Its Short-Term Effect on Appraisal Skills

Author(s): Ali Nikrang, Maarten Grachten, Martin Gasser, Harald Frostel, Gerhard Widmer, Tom Collins
Published in: HCI International 2023 – Late Breaking Papers. HCII 2023, 2023
Publisher: Springer
DOI: 10.1007/978-3-031-48044-7_9

Musical Voice Separation as Link Prediction: Modeling a Musical Perception Task as a Multi-Trajectory Tracking Problem

Author(s): Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer
Published in: Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023), 2023
Publisher: IJCAI

Roman Numeral Analysis with Graph Neural Networks: Onset-wise Predictions from Note-wise Features

Author(s): Emmanouil Karystinaios, Gerhard Widmer
Published in: Proceedings of the 24th International Society for Music Information Retrieval Conference (ISMIR 2023), 2023
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2307.03544

Language Models for Music Medicine Generation

Author(s): Emmanouil Nikolakakis, Joann Ching, Emmanouil Karystinaios, Gabrielle Sipin, Gerhard Widmer, Razvan Marinescu
Published in: Extended Abstracts, Late-Breaking Demo Session, 25th International Society for Music Information Retrieval Conference (ISMIR 2024),, 2024
Publisher: International Society for Music Information Retrieval
DOI: 10.48550/arxiv.2411.09080

Quantifying the Corpus Bias Problem in Automatic Music Transcription Systems

Author(s): Lukas Samuel Martak, Patricia Hu, Gerhard Widmer
Published in: 1st International Workshop on Sound Signal Processing Applications (IWSSPA), 2024
Publisher: CMMSE
DOI: 10.48550/arxiv.2408.04737

Expressivity-aware Music Performance Retrieval using Mid-level Perceptual Features and Emotion Word Embeddings

Author(s): Shreyan Chowdhury, Gerhard Widmer
Published in: Proceedings of the Forum for Information Retrieval Evaluation Conference /(FIRE 2023), 2023
Publisher: ACM

Commentary on “A Computational Approach to the Detection and Prediction of (Ir)Regularity in Children’s Folk Songs”

Author(s): Carlos Cancino-Chacón
Published in: Empirical Musicology Review, Issue 16(2), 2023, Page(s) 328-335, ISSN 1559-5749
Publisher: The Ohio State University Libraries
DOI: 10.18061/emr.v16i2.9159

Differentiable Short-Term Models for Efficient Online Learning and Prediction in Monophonic Music

Author(s): Mathias Rose Bjare, Stefan Lattner, Gerhard Widmer
Published in: Transactions of the International Society for Music Information Retrieval, Issue 5(1), 2022, Page(s) 190-207, ISSN 2514-3298
Publisher: Ubiquity Press
DOI: 10.5334/tismir.123

Automatic Note-Level Score-to- Performance Alignments in the ASAP Dataset

Author(s): Silvan Peter, Carlos Eduardo Cancino-Chacón, Francesco Foscarin, Andrew P. McLeod, Florian Henkel, Emmanouil Karystinaios, Gerhard Widmer
Published in: Transactions of the International Society for Music Information Retrieval, Issue 6(1), 2023, Page(s) 27–42, ISSN 2514-3298
Publisher: Ubiquity Press
DOI: 10.5334/tismir.149

Balancing Bias and Performance in Polyphonic Piano Transcription Systems

Author(s): Lukas Samuel Martak, Rainer Kelz, Gerhard Widmer
Published in: Frontiers in Signal Processing, Issue 2:975932, 2022, ISSN 2673-8198
Publisher: Frontiers Media SA
DOI: 10.3389/frsip.2022.975932

DExter: Learning and Controlling Performance Expression with Diffusion Models

Author(s): Huan Zhang, Shreyan Chowdhury, Carlos Eduardo Cancino-Chacón, Jinhua Liang, Simon Dixon, Gerhard Widmer
Published in: Applied Sciences, Issue 14(15), 2024, Page(s) 1-17, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/app14156543

Dynamic Convolutional Neural Networks as Efficient Pre-Trained Audio Models

Author(s): Florian Schmid, Khaled Koutini, Gerhard Widmer
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2024, ISSN 2329-9290
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2024.3376984

Constructing Adversarial Examples to Investigate the Plausibility of Explanations in Deep Audio and Image Classifiers

Author(s): Katharina Hoedt, Verena Praher, Arthur Flexer, Gerhard Widmer
Published in: Neural Computing and Applications, Issue 2022, 2022, ISSN 0941-0643
Publisher: Springer Verlag
DOI: 10.1007/s00521-022-07918-7

Symbolic Music Generation using Discrete Diffusion Probabilistic Models

Author(s): Matthias Plasser
Published in: Master Thesis, 2023
Publisher: Johannes Kepler University Linz (JKU)

(de)Fusion of Score and Performance Representations for Symbolic Music Generation

Author(s): Tara Jadidi
Published in: Master Thesis, 2024
Publisher: Johannes Kepler University (JKU)

Multi-modal Deep Learning for On-line Music Following in Score Sheet Images

Author(s): Florian Henkel
Published in: PhD Thesis, 2022
Publisher: Johannes Kepler University Linz

Modelling Emotional Expression in Music Using Interpretable and Transferable Perceptual Features

Author(s): Shreyan Chowdhury
Published in: PhD Thesis, 2022
Publisher: Johannes Kepler University Linz

Symbolic Music Analysis with Graph Neural Networks

Author(s): Emmanouil Karystinaios
Published in: Ph.D. Thesis, 2024
Publisher: Johannes Kepler University (JKU)

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