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Interactive High-dimensional Audiovisual Feature Analysis of Live Song Concert Videos

Diehl, Alexandra; Çiloğlu, Melike; Pajarola, Renato (2024). Interactive High-dimensional Audiovisual Feature Analysis of Live Song Concert Videos. In: International Symposium on Electronic Imaging, Visualization and Data Analysis, Burlingame, 21 January 2024 - 25 January 2024. Society for Imaging Science and Technology, 363-1-363-8.

Abstract

We present an interactive visualization tool to explore high-dimensional features of audiovisual data extracted from a video archive of live music performances. Our tool presents overviews of data features, similarities between song recordings, and details of the extracted visual and audio features. Features are extracted using neural networks, signal processing techniques, and audio analysis tools. Furthermore, we present a similarity metric to measure how different relevant recordings are compared to other videos. We illustrate our approach via use cases showing initial results to analyze song features, compare songs, identify outstanding songs, and detect song clusters.

Additional indexing

Item Type:Conference or Workshop Item (Paper), not_refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Informatics
Dewey Decimal Classification:000 Computer science, knowledge & systems
Scopus Subject Areas:Physical Sciences > Computer Graphics and Computer-Aided Design
Physical Sciences > Computer Science Applications
Physical Sciences > Human-Computer Interaction
Physical Sciences > Software
Physical Sciences > Electrical and Electronic Engineering
Physical Sciences > Atomic and Molecular Physics, and Optics
Uncontrolled Keywords:data visualization, multidimensional data, visual analytics, audio video processing
Scope:Discipline-based scholarship (basic research)
Language:English
Event End Date:25 January 2024
Deposited On:05 Nov 2024 10:34
Last Modified:27 Jun 2025 03:39
Publisher:Society for Imaging Science and Technology
Series Name:Proceedings of the International Symposium on Electronic Imaging Science and Technology
ISSN:2470-1173
OA Status:Hybrid
Free access at:Publisher DOI. An embargo period may apply.
Publisher DOI:https://doi.org/10.2352/EI.2024.36.1.VDA-363
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  • Content: Accepted Version
  • Language: English

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