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Of all the characteristics of a violin, those that concern its shape are probably the most important ones, as the violin maker has complete control over them. Contemporary violin making, however, is still based more on tradition than…

Computational Engineering, Finance, and Science · Computer Science 2021-02-09 Sebastian Gonzalez , Davide Salvi , Daniel Baeza , Fabio Antonacci , Augusto Sarti

The first violins appeared in late 16th-century Italy. Over the next 200 years, they spread across Europe and luthiers of various royal courts, eager to experiment with new techniques, created a highly diverse family of instruments. Around…

Artificial Intelligence · Computer Science 2026-03-31 Philémon Beghin , Anne-Emmanuelle Ceulemans , François Glineur

We recently developed a neural network that receives as input the geometrical and mechanical parameters that define a violin top plate and gives as output its first ten eigenfrequencies computed in free boundary conditions. In this…

Sound · Computer Science 2021-02-19 Davide Salvi , Sebastian Gonzalez , Fabio Antonacci , Augusto Sarti

It is a widespread belief among musicians that a violin's sound ``opens up'' or improves through regular playing. However, physical evidence for this ``playing-in'' effect remains elusive. This study revisited the phenomenon by testing two…

Classical Physics · Physics 2026-05-19 Hugo Pauget Ballesteros , Philippe Lalitte , Vincent Lostanlen , Claudia Fritz

Some early violins have been reduced during their history to fit imposed morphological standards, while more recent ones have been built directly to these standards. We can observe differences between reduced and unreduced instruments,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Philémon Beghin , Anne-Emmanuelle Ceulemans , François Glineur

We investigate statistical properties of Cluster-Weighted Modeling, which is a framework for supervised learning originally developed in order to recreate a digital violin with traditional inputs and realistic sound. The analysis is carried…

Methodology · Statistics 2015-03-13 Salvatore Ingrassia , Simona C. Minotti , Giorgio Vittadini

This work aims to improve our understanding of the resonance wood and to investigate the interactions between their physical-mechanical properties, natural variability, and the violin makers' ways of choosing their materials. In order to…

Classical Physics · Physics 2019-03-01 Capucine Carlier , Ahmad Alkadri , Joseph Gril , Iris Brémaud

Automatic music transcription (AMT) has achieved remarkable progress for instruments such as the piano, largely due to the availability of large-scale, high-quality datasets. In contrast, violin AMT remains underexplored due to limited…

Sound · Computer Science 2025-08-21 Yueh-Po Peng , Ting-Kang Wang , Li Su , Vincent K. M. Cheung

Musicians mostly have to rely on their ears when they want to analyze what they play, for example to detect errors. Since hearing is sequential, it is not possible to quickly grasp an overview over one or multiple recordings of a whole…

Human-Computer Interaction · Computer Science 2026-03-26 Frank Heyen , Michael Sedlmair

Although a variety of transformers have been proposed for symbolic music generation in recent years, there is still little comprehensive study on how specific design choices affect the quality of the generated music. In this work, we…

In this article, we aim to provide a review of the key ideas and approaches proposed in 20 years of scientific literature around musical version identification (VI) research and connect them to current practice. For more than a decade, VI…

With the recent success of computer vision and deep learning, remarkable progress has been achieved on automatic personal recognition using vein biometrics. However, collecting large-scale real-world training data for palm vein recognition…

Computer Vision and Pattern Recognition · Computer Science 2022-08-23 Edwin H. Salazar-Jurado , Ruber Hernández-García , Karina Vilches-Ponce , Ricardo J. Barrientos , Marco Mora , Gaurav Jaswal

Music is a mysterious language that conveys feeling and thoughts via different tones and timbre. For better understanding of timbre in music, we chose music data of 6 representative instruments, analysed their timbre features and classified…

Sound · Computer Science 2022-07-15 Zishuo Zhao , Haoyun Wang

A music piece is both comprehended hierarchically, from sonic events to melodies, and sequentially, in the form of repetition and variation. Music from different cultures establish different aesthetics by having different style conventions…

Sound · Computer Science 2021-11-25 Shlomo Dubnov , Kevin Huang , Cheng-i Wang

Generative Models for Audio Synthesis have been gaining momentum in the last few years. More recently, parametric representations of the audio signal have been incorporated to facilitate better musical control of the synthesized output. In…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-20 Krishna Subramani , Preeti Rao

While piano music transcription models have shown high performance for solo piano recordings, their performance degrades when applied to ensemble recordings. This study aims to analyze the impact of different data augmentation methods on…

Sound · Computer Science 2023-05-24 Hyemi Kim , Jiyun Park , Taegyun Kwon , Dasaem Jeong , Juhan Nam

Mark Kac asked a famous question in 1966 entitled Can one hear the shape of a drum?, a spectral geometry problem that has intrigued mathematicians for the last six decades and is important to many other fields, such as architectural…

History and Overview · Mathematics 2023-01-13 Guo-Wei Wei

The violin is one of the most popular musical instruments. Various parameters of bowing motion, such as pressure, position, and speed, are crucial for producing a beautiful tone. However, mastering them is challenging and requires extensive…

Human-Computer Interaction · Computer Science 2025-05-08 Yurina Mizuho , Yuta Sugiura

We propose a data-driven approach to music instrument practice that allows studying patterns and long-term trends through visualization. Inspired by life logging and fitness tracking, we imagine musicians to record their practice sessions…

Human-Computer Interaction · Computer Science 2022-03-28 Frank Heyen , Quynh Quang Ngo , Kuno Kurzhals , Michael Sedlmair

Since the 60s, musicology has been increasingly impacted by computational tools in various ways, from systematic analysis approaches to modeling of creativity. This article presents a comprehensive assessment of the current state of…

Digital Libraries · Computer Science 2025-07-22 Jorge Junior Morgado Vega , Sachin Sharma , Federico Simonetta
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