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Many people enjoy classical symphonic music. Its diverse instrumentation makes for a rich listening experience. This diversity adds to the conductor's expressive freedom to shape the sound according to their imagination. As a result, the…

In this position paper, we frame the field of Visual Musicology by providing an overview of well-established musicological sub-domains and their corresponding analytic and visualization tasks. To foster collaborative, interdisciplinary…

Human-Computer Interaction · Computer Science 2019-08-29 Matthias Miller , Hanna Schäfer , Matthias Kraus , Marc Leman , Daniel Keim , Mennatallah El-Assady

Music composition using digital audio sequence editors is increasingly performed in a visual workspace where sound complexes are built from discrete sound objects, called gestures that are arranged in time and space to generate a continuous…

Sound · Computer Science 2007-05-23 Cameron L Jones

Digital waveguide physical modeling offers efficient simulation of acoustic wave propagation as compared to general finite-difference schemes commonly used in computational physics. This efficiency has enabled the real-time implementation…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-15 Pablo Tablas de Paula , Julius O. Smith , Vesa Välimäki , Joshua D. Reiss

We present a method that gets as input an audio of violin or piano playing, and outputs a video of skeleton predictions which are further used to animate an avatar. The key idea is to create an animation of an avatar that moves their hands…

Audio and Speech Processing · Electrical Eng. & Systems 2020-05-11 Eli Shlizerman , Lucio M. Dery , Hayden Schoen , Ira Kemelmacher-Shlizerman

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…

Sound · Computer Science 2018-11-09 Yun-Ning Hung , Yi-An Chen , Yi-Hsuan Yang

Presenting long sequences of dynamic graphs remains challenging due to the underlying large-scale and high-dimensional data. We propose dg2pix, a novel pixel-based visualization technique, to visually explore temporal and structural…

Human-Computer Interaction · Computer Science 2020-09-17 Eren Cakmak , Dominik Jäckle , Tobias Schreck , Daniel Keim

Existing music captioning methods are limited to generating concise global descriptions of short music clips, which fail to capture fine-grained musical characteristics and time-aware musical changes. To address these limitations, we…

The identification of structural differences between a music performance and the score is a challenging yet integral step of audio-to-score alignment, an important subtask of music information retrieval. We present a novel method to detect…

Sound · Computer Science 2021-02-16 Ruchit Agrawal , Daniel Wolff , Simon Dixon

Symbolic music analysis tasks are often performed by models originally developed for Natural Language Processing, such as Transformers. Such models require the input data to be represented as sequences, which is achieved through a process…

Information Retrieval · Computer Science 2025-01-09 Dinh-Viet-Toan Le , Louis Bigo , Mikaela Keller

The goal of score following is to track a musical performance, usually in the form of audio, in a corresponding score representation. Established methods mainly rely on computer-readable scores in the form of MIDI or MusicXML and achieve…

Machine Learning · Computer Science 2019-10-17 Florian Henkel , Rainer Kelz , Gerhard Widmer

New music is made with computers, taking advantage of its graphics displays rather than its audio algorithms. Pure Data can be used to compose them. This essay will show a case study that uses Pure Data, in connection with INScore, for…

Sound · Computer Science 2022-08-10 Patricio F. Calatayud

We revisit the problems of pitch spelling and tonality guessing with a new algorithm for their joint estimation from a MIDI file including information about the measure boundaries. Our algorithm does not only identify a global key but also…

Sound · Computer Science 2024-02-19 Augustin Bouquillard , Florent Jacquemard

We present a new system for simultaneous estimation of keys, chords, and bass notes from music audio. It makes use of a novel chromagram representation of audio that takes perception of loudness into account. Furthermore, it is fully based…

Sound · Computer Science 2011-07-26 Yizhao Ni , Matt Mcvicar , Raul Santos-Rodriguez , Tijl De Bie

A time-frequency diagram is a commonly used visualization for observing the time-frequency distribution of radio signals and analyzing their time-varying patterns of communication states in radio monitoring and management. While it excels…

Signal Processing · Electrical Eng. & Systems 2022-10-03 Ying Zhao , Luhao Ge , Huixuan Xie , Genghuai Bai , Zhao Zhang , Qiang Wei , Yun Lin , Yuchao Liu , Fangfang Zhou

In this paper, we introduce a mathematical method to extract similarities between paintings and musical tracks. Our approach is based on the digitalization of both paintings and musical tracks by means of finite expansions in terms of…

Multimedia · Computer Science 2023-01-04 Paola Gervasio , Alfio Quarteroni , Daniele Cassani

We present a data-driven approach for 4D space-time visualization of dynamic events from videos captured by hand-held multiple cameras. Key to our approach is the use of self-supervised neural networks specific to the scene to compose…

Computer Vision and Pattern Recognition · Computer Science 2020-05-28 Aayush Bansal , Minh Vo , Yaser Sheikh , Deva Ramanan , Srinivasa Narasimhan

In this work, we present Score MUsic Graph (SMUG)-Explain, a framework for generating and visualizing explanations of graph neural networks applied to arbitrary prediction tasks on musical scores. Our system allows the user to visualize the…

Sound · Computer Science 2024-05-16 Emmanouil Karystinaios , Francesco Foscarin , Gerhard Widmer

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…

Human-Computer Interaction · Computer Science 2017-03-23 Jingxian Zhang , Dong Liu

We focus on multi-modal fusion for egocentric action recognition, and propose a novel architecture for multi-modal temporal-binding, i.e. the combination of modalities within a range of temporal offsets. We train the architecture with three…

Computer Vision and Pattern Recognition · Computer Science 2019-08-23 Evangelos Kazakos , Arsha Nagrani , Andrew Zisserman , Dima Damen