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Searching through vast libraries of sound samples can be a daunting and time-consuming task. Modern audio sample browsers use mappings between acoustic properties and visual attributes to visually differentiate displayed items. There are…

人机交互 · 计算机科学 2020-12-01 Etienne Richan , Jean Rouat

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…

声音 · 计算机科学 2022-07-15 Zishuo Zhao , Haoyun Wang

We explore the potential of visualization to support musicians in instrument practice through real-time feedback and reflection on their playing. Musicians often struggle to observe the patterns in their playing and interpret them with…

人机交互 · 计算机科学 2026-02-06 Frank Heyen , Michael Gleicher , Michael Sedlmair

Timbre, the sound's unique "color", is fundamental to how we perceive and appreciate music. This review explores the multifaceted world of timbre perception and representation. It begins by tracing the word's origin, offering an intuitive…

声音 · 计算机科学 2024-05-24 Hong Zhang , Jie Lin , Shengxuan Chen

Music mood classification has been a challenging problem in comparison with other music classification problems (e.g., genre, composer, or period). One solution for addressing this challenge is to use an ensemble of machine learning models.…

音频与语音处理 · 电气工程与系统科学 2022-11-24 Zelin Ye , Min Chen

Music visualization is an important medium that enables synesthetic experiences and creative inspiration. However, previous research focused mainly on the technical and theoretical aspects, overlooking users' everyday interaction with music…

人机交互 · 计算机科学 2025-03-19 ChungHa Lee , Jin-Hyuk Hong

Instrumental playing techniques such as vibratos, glissandos, and trills often denote musical expressivity, both in classical and folk contexts. However, most existing approaches to music similarity retrieval fail to describe timbre beyond…

Led by the success of neural style transfer on visual arts, there has been a rising trend very recently in the effort of music style transfer. However, "music style" is not yet a well-defined concept from a scientific point of view. The…

声音 · 计算机科学 2018-07-20 Shuqi Dai , Zheng Zhang , Gus G. Xia

Psychoacoustical so-called "timbre spaces" map perceptual similarity ratings of instrument sounds onto low-dimensional embeddings via multidimensional scaling, but suffer from scalability issues and are incapable of generalization. Recent…

声音 · 计算机科学 2025-07-11 Haokun Tian , Stefan Lattner , Charalampos Saitis

Music Visualization is basically the transformation of data from the aural to the visual space. There are a variety of music visualizations, across applications, present on the web. Models of Visualization include conceptual frameworks…

人机交互 · 计算机科学 2021-04-13 Swaroop Panda , Shatarupa Thakurta Roy

Visualizing the insights of the invisible music is able to bring listeners an enjoyable and immersive listening experience, and therefore has attracted much attention in the field of information visualization. Over the past decades, various…

人机交互 · 计算机科学 2023-08-29 Chuer Chen , Nan Cao , Jiani Hou , Yi Guo , Yulei Zhang , Yang Shi

Timbre and pitch are the two main perceptual properties of musical sounds. Depending on the target applications, we sometimes prefer to focus on one of them, while reducing the effect of the other. Researchers have managed to hand-craft…

声音 · 计算机科学 2018-11-09 Yun-Ning Hung , Yi-An Chen , Yi-Hsuan Yang

Music history, referring to the records of users' listening or downloading history in online music services, is the primary source for music service providers to analyze users' preferences on music and thus to provide personalized…

人机交互 · 计算机科学 2017-03-23 Jingxian Zhang , Dong Liu

In physics, timbre is a complex phenomenon, like color. Musical timbres are given by the superposition of sinusoidal signals, corresponding to longitudinal acoustic waves. Colors are produced by the superposition of transverse…

历史与综述 · 数学 2022-12-26 Maria Mannone , Juan Sebastián Arias-Valero

This thesis combines audio-analysis with computer vision to approach Music Information Retrieval (MIR) tasks from a multi-modal perspective. This thesis focuses on the information provided by the visual layer of music videos and how it can…

多媒体 · 计算机科学 2020-02-04 Alexander Schindler

Music Information Retrieval (MIR) has seen a recent surge in deep learning-based approaches, which often involve encoding symbolic music (i.e., music represented in terms of discrete note events) in an image-like or language like fashion.…

音频与语音处理 · 电气工程与系统科学 2023-09-12 Huan Zhang , Emmanouil Karystinaios , Simon Dixon , Gerhard Widmer , Carlos Eduardo Cancino-Chacón

Deep neural networks use skip connections to improve training convergence. However, these skip connections are costly in hardware, requiring extra buffers and increasing on- and off-chip memory utilization and bandwidth requirements. In…

Our study has investigated the effect of music on the experience of viewing art, investigating the factors which create a sense of connectivity between the two forms. We worked with 138 participants, and included multiple choice and…

人机交互 · 计算机科学 2025-01-10 Paul Warren , Paul Mulholland , Naomi Barker

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…

人机交互 · 计算机科学 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…

数字图书馆 · 计算机科学 2025-07-22 Jorge Junior Morgado Vega , Sachin Sharma , Federico Simonetta
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