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Vocals harmonizers are powerful tools to help solo vocalists enrich their melodies with harmonically supportive voices. These tools exist in various forms, from commercially available pedals and software to custom-built systems, each…

Human-Computer Interaction · Computer Science 2025-06-24 Lancelot Blanchard , Cameron Holt , Joseph A. Paradiso

In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited…

Sound · Computer Science 2024-08-02 Andrea Poltronieri , Valentina Presutti , Martín Rocamora

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

In this work, we present Color3D, a highly adaptable framework for colorizing both static and dynamic 3D scenes from monochromatic inputs, delivering visually diverse and chromatically vibrant reconstructions with flexible user-guided…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Yecong Wan , Mingwen Shao , Renlong Wu , Wangmeng Zuo

Emotion-driven melody harmonization aims to generate diverse harmonies for a single melody to convey desired emotions. Previous research found it hard to alter the perceived emotional valence of lead sheets only by harmonizing the same…

Sound · Computer Science 2024-09-26 Jingyue Huang , Yi-Hsuan Yang

In this paper, we explore the tokenized representation of musical scores using the Transformer model to automatically generate musical scores. Thus far, sequence models have yielded fruitful results with note-level (MIDI-equivalent)…

Sound · Computer Science 2021-12-02 Masahiro Suzuki

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

Symbolic music research plays a crucial role in music-related machine learning, but MIDI data can be complex for those without musical expertise. To address this issue, we present MidiTok Visualizer, a web application designed to facilitate…

Using open astronomical multifrequency databases, we constructed light curves and developed a comprehensive visualisation and sonification analysis for the blazars Mrk~501, Mrk~1501, Mrk~421, BL~Lacerta, AO~0235+164, 3C~66A, OJ~049, OJ~287,…

High Energy Astrophysical Phenomena · Physics 2026-03-11 Gustavo Magallanes-Guijón , Sergio Mendoza

The long-standing theory that a colour-naming system evolves under dual pressure of efficient communication and perceptual mechanism is supported by more and more linguistic studies, including analysing four decades of diachronic data from…

Computer Vision and Pattern Recognition · Computer Science 2023-10-16 Shenghan Su , Lin Gu , Yue Yang , Zenghui Zhang , Tatsuya Harada

Melody harmonization has long been closely associated with chorales composed by Johann Sebastian Bach. Previous works rarely emphasised chorale generation conditioned on chord progressions, and there has been a lack of focus on assistive…

Sound · Computer Science 2023-02-23 Shangda Wu , Xiaobing Li , Maosong Sun

In this paper we present current trends in real-time music tracking (a.k.a. score following). Casually speaking, these algorithms "listen" to a live performance of music, compare the audio signal to an abstract representation of the score,…

Multimedia · Computer Science 2017-08-08 Andreas Arzt , Matthias Dorfer

We propose a novel approach for the automatic equalization of individual musical instrument tracks. Our method begins by identifying the instrument present within a source recording in order to choose its corresponding ideal spectrum as a…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-24 Florian Mockenhaupt , Joscha Simon Rieber , Shahan Nercessian

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

This paper presents a web application for visualizing the tonality of a piece of music -- the organization of its chords and scales -- at a high level of abstraction and with coordinated playback. The application applies the discrete…

Sound · Computer Science 2022-03-25 Daniel Harasim , Giovanni Affatato , Fabian C. Moss

Automatic image colorization is inherently an ill-posed problem with uncertainty, which requires an accurate semantic understanding of scenes to estimate reasonable colors for grayscale images. Although recent interaction-based methods have…

Computer Vision and Pattern Recognition · Computer Science 2024-12-19 Pengcheng Zhao , Yanxiang Chen , Yang Zhao , Zhao Zhang

Audio-to-score alignment is a long-standing challenge in music information retrieval and arguably the most widely applicable alignment task for music research. Alignment algorithms match two versions of a piece of music, and for this to…

Sound · Computer Science 2026-05-20 Silvan Peter , Patricia Hu , Gerhard Widmer

In this work, we introduce Mozualization, a music generation and editing tool that creates multi-style embedded music by integrating diverse inputs, such as keywords, images, and sound clips (e.g., segments from various pieces of music or…

Human-Computer Interaction · Computer Science 2025-04-22 Wanfang Xu , Lixiang Zhao , Haiwen Song , Xinheng Song , Zhaolin Lu , Yu Liu , Min Chen , Eng Gee Lim , Lingyun Yu

Music can be represented in multiple forms, such as in the audio form as a recording of a performance, in the symbolic form as a computer readable score, or in the image form as a scan of the sheet music. Music synchronisation provides a…

Sound · Computer Science 2022-06-02 Ruchit Agrawal

Recent AI-driven step-function advances in several longstanding problems in music technology are opening up new avenues to create the next generation of music education tools. Creating personalized, engaging, and effective learning…

Sound · Computer Science 2024-12-19 Mayank Sanganeria , Rohan Gala
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