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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

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…

Human-Computer Interaction · Computer Science 2026-02-06 Frank Heyen , Michael Gleicher , Michael Sedlmair

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…

Human-Computer Interaction · Computer Science 2021-04-13 Swaroop Panda , Shatarupa Thakurta Roy

Large deep-learning models for music, including those focused on learning general-purpose music audio representations, are often assumed to require substantial training data to achieve high performance. If true, this would pose challenges…

Sound · Computer Science 2025-05-12 Christos Plachouras , Emmanouil Benetos , Johan Pauwels

Professional roles for data visualization designers are growing in popularity, and interest in relationships between the academic research and professional practice communities is gaining traction. However, despite the potential for…

Human-Computer Interaction · Computer Science 2021-08-19 Paul Parsons

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

A music glove instrument equipped with force sensitive, flex and IMU sensors is trained on an electric piano to learn note sequences based on a time series of sensor inputs. Once trained, the glove is used on any surface to generate the…

Human-Computer Interaction · Computer Science 2020-01-28 Joseph Bakarji

This paper presents a study on the use of a real-time music-to-image system as a mechanism to support and inspire musicians during their creative process. The system takes MIDI messages from a keyboard as input which are then interpreted…

Human-Computer Interaction · Computer Science 2024-07-09 Meng Yang , Maria Teresa Llano , Jon McCormack

Computer-generated visualisations can accompany recorded or live music to create novel audiovisual experiences for audiences. We present a system to streamline the creation of audio-driven visualisations based on audio feature extraction…

Multimedia · Computer Science 2021-06-21 Max Graf , Harold Chijioke Opara , Mathieu Barthet

Prior research on communicating with visualization has focused on public presentation and asynchronous individual consumption, such as in the domain of journalism. The visualization research community knows comparatively little about…

Human-Computer Interaction · Computer Science 2021-07-20 Matthew Brehmer , Robert Kosara

Recently, we proposed a self-attention based music tagging model. Different from most of the conventional deep architectures in music information retrieval, which use stacked 3x3 filters by treating music spectrograms as images, the…

Sound · Computer Science 2019-11-12 Minz Won , Sanghyuk Chun , Xavier Serra

Learning a musical instrument requires a lot of practice, which ideally, should be done every day. During practice sessions, students are on their own in the overwhelming majority of the time, but access to experts that support students…

Human-Computer Interaction · Computer Science 2021-01-05 Karola Marky , Andreas Weiß , Thomas Kosch

Popular musicians often learn music by ear. It is unclear what role technology plays for those with experience at this task. In search of opportunities for the development of novel human-recording interactions, we analyze 18 YouTube videos…

Human-Computer Interaction · Computer Science 2024-06-07 Christopher Liscio , Daniel G. Brown

Mastering a musical instrument requires time-consuming practice even if students are guided by an expert. In the overwhelming majority of the time, the students practice by themselves and traditional teaching materials, such as videos or…

Human-Computer Interaction · Computer Science 2020-12-29 Karola Marky , Andreas Weiß , Julien Gedeon , Sebastian Günther

Self-tracking has been long discussed, which can monitor daily activities and help users to recall previous experiences. Such data-capturing technique is no longer limited to photos, text messages, or personal diaries in recent years. With…

Human-Computer Interaction · Computer Science 2022-11-29 Jiyang Li , Ann Gina Konnayil , Adam Russell , Dingran Wang , Yincheng Jin , Seokmin Choi , Zhanpeng Jin

Inspiration plays an important role in design, yet its specific impact on data visualization design practice remains underexplored. This study investigates how professional visualization designers perceive and use inspiration in their…

Human-Computer Interaction · Computer Science 2025-02-24 Ali Baigelenov , Prakash Shukla , Paul Parsons

Data videos have become a prominent vessel for communicating data to broad audiences, and a common object of study in information visualization. Many of these videos include music, yet the impact of music on how people experience data…

Human-Computer Interaction · Computer Science 2026-01-27 Sarmistha Sarna Gomasta , Mahmood Jasim , Hossein Hadisi , Yvonne Jansen , Pierre Dragicevic , Narges Mahyar , Ali Sarvghad

Standing at the intersection of science and art, artistic data visualization has gained popularity in recent years and emerged as a significant domain. Despite more than a decade since the field's conceptualization, a noticeable gap remains…

Human-Computer Interaction · Computer Science 2025-02-10 Xingyu Lan , Yifan Wang , Lingyu Peng , Xiaofan Ma

Collecting accurate and fine-grain information about the music people like, dislike and actually listen to has long been a challenge for sociologists. As millions of people now use online music streaming services, research can build upon…

We report our experience in two installations of a course on data visualization that featured project-based learning. Given the rationale of this approach, we show which input was provided when necessary for the students to achieve their…

Computers and Society · Computer Science 2021-11-09 Dietrich Kammer , Elena Stoll , Adam Urban
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