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In this paper, we bridge the gap between visualization and musicology by focusing on rhythm analysis tasks, which are tedious due to the complex visual encoding of the well-established Common Music Notation (CMN). Instead of replacing the…

Human-Computer Interaction · Computer Science 2020-09-07 Daniel Fürst , Matthias Miller , Daniel Keim , Alexandra Bonnici , Hanna Schäfer , Mennatallah El-Assady

Recent advances in multimodal large language models (MLLM) for audio music have demonstrated strong capabilities in music understanding, yet symbolic music, a fundamental representation of musical structure, remains unexplored. In this…

Multimedia · Computer Science 2026-01-30 Meng Yang , Jon McCormack , Maria Teresa Llano , Wanchao Su , Chao Lei

Visualizing spatial correlations in 3D ensembles is challenging due to the vast amounts of information that need to be conveyed. Memory and time constraints make it unfeasible to pre-compute and store the correlations between all pairs of…

Graphics · Computer Science 2024-01-05 Christoph Neuhauser , Josef Stumpfegger , Rüdiger Westermann

We propose different methods for alternative representation and visual augmentation of sheet music that help users gain an overview of general structure, repeating patterns, and the similarity of segments. To this end, we explored mapping…

Human-Computer Interaction · Computer Science 2023-08-14 Frank Heyen , Quynh Quang Ngo , Michael Sedlmair

This paper presents an integrated system that transforms symbolic music scores into expressive piano performance audio. By combining a Transformer-based Expressive Performance Rendering (EPR) model with a fine-tuned neural MIDI synthesiser,…

Sound · Computer Science 2025-01-20 Jingjing Tang , Erica Cooper , Xin Wang , Junichi Yamagishi , George Fazekas

In natural language processing (NLP), the semantic similarity task requires large-scale, high-quality human-annotated labels for fine-tuning or evaluation. By contrast, in cases of music similarity, such labels are expensive to collect and…

Sound · Computer Science 2021-09-10 Xinran Zhang , Maosong Sun , Jiafeng Liu , Xiaobing Li

Conventional Music Notation (CMN) is the well-established foundation for the written communication of musical information, such as rhythm, harmony, or timbre. However, CMN suffers from the complexity of its visual encoding and the need for…

Human-Computer Interaction · Computer Science 2019-08-02 Matthias Miller , Alexandra Bonnici , Mennatallah El-Assady

Dynamic stereo matching is the task of estimating consistent disparities from stereo videos with dynamic objects. Recent learning-based methods prioritize optimal performance on a single stereo pair, resulting in temporal inconsistencies.…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Junpeng Jing , Ye Mao , Krystian Mikolajczyk

This article presents a benchmark study of symbolic piano music classification using the masked language modelling approach of the Bidirectional Encoder Representations from Transformers (BERT). Specifically, we consider two types of MIDI…

Sound · Computer Science 2024-04-16 Yi-Hui Chou , I-Chun Chen , Chin-Jui Chang , Joann Ching , Yi-Hsuan Yang

Music performance synthesis aims to synthesize a musical score into a natural performance. In this paper, we borrow recent advances in text-to-speech synthesis and present the Deep Performer -- a novel system for score-to-audio music…

Sound · Computer Science 2022-02-22 Hao-Wen Dong , Cong Zhou , Taylor Berg-Kirkpatrick , Julian McAuley

In this paper, we introduce Foley Music, a system that can synthesize plausible music for a silent video clip about people playing musical instruments. We first identify two key intermediate representations for a successful video to music…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Chuang Gan , Deng Huang , Peihao Chen , Joshua B. Tenenbaum , Antonio Torralba

Predicting the difficulty of playing a musical score is essential for structuring and exploring score collections. Despite its importance for music education, the automatic difficulty classification of piano scores is not yet solved, mainly…

Research on style transfer and domain translation has clearly demonstrated the ability of deep learning-based algorithms to manipulate images in terms of artistic style. More recently, several attempts have been made to extend such…

Sound · Computer Science 2021-06-11 Ondřej Cífka , Umut Şimşekli , Gaël Richard

MIDI velocity is crucial for capturing expressive dynamics in human performances. In practical scenarios, a music score with inaccurate velocities may be available alongside the performance audio (e.g., music education and free online…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-03 Zhanhong He , Roberto Togneri , David Huang

The connection between music and lyrics is far beyond semantic bonds. Conceptual pairs in the two modalities such as rhythm and rhyme, note duration and syllabic stress, and structure correspondence, raise a compelling yet seldom-explored…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-04 Changhong Wang , Michel Olvera , Gaël Richard

Large music content libraries often comprise multiple versions of a piece of music. To establish a link between different versions, automatic music alignment methods map each position in one version to a corresponding position in another…

Sound · Computer Science 2016-10-11 Siying Wang , Sebastian Ewert , Simon Dixon

We present an automatic piano transcription system that converts polyphonic audio recordings into musical scores. This has been a long-standing problem of music information processing, and recent studies have made remarkable progress in the…

Sound · Computer Science 2021-04-06 Kentaro Shibata , Eita Nakamura , Kazuyoshi Yoshii

This article introduces the Projective Orchestral Database (POD), a collection of MIDI scores composed of pairs linking piano scores to their corresponding orchestrations. To the best of our knowledge, this is the first database of its…

Sound · Computer Science 2018-10-23 Léopold Crestel , Philippe Esling , Lena Heng , Stephen McAdams

Version identification (VI) has seen substantial progress over the past few years. On the one hand, the introduction of the metric learning paradigm has favored the emergence of scalable yet accurate VI systems. On the other hand, using…

Sound · Computer Science 2022-10-05 Mathilde Abrassart , Guillaume Doras

We present a Python library, called Midi Miner, that can calculate tonal tension and classify different tracks. MIDI (Music Instrument Digital Interface) is a hardware and software standard for communicating musical events between digital…

Sound · Computer Science 2020-05-27 Rui Guo , Dorien Herremans , Thor Magnusson
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