Saraga Audiovisual: A Large Multimodal Open Data Collection for the Analysis of Carnatic Music

Carnatic music is a style of South Indian art music whose analysis using computational methods is an active area of research in Music Information Research (MIR). A core, open dataset for such analysis is the Saraga dataset, which includes multi-stem audio, expert annotations, and accompanying metadata. However, it has been noted that there are several limitations to the Saraga collections, and that additional relevant aspects of the tradition still need to be covered to facilitate musicologically important research lines. In this work, we present Saraga Audiovisual, a dataset that includes new and more diverse renditions of Carnatic vocal performances, totalling 42 concerts and more than 60 hours of music. A major contribution of this dataset is the inclusion of video recordings for all concerts, allowing for a wide range of multimodal analyses. We also provide high-quality human pose estimation data of the musicians extracted from the video footage, and perform benchmarking experiments for the different modalities to validate the utility of the novel collection. Saraga Audiovisual, along with access tools and results of our experiments, is made available for research purposes.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-11-10
DOI
https://doi.org/10.5281/zenodo.14876985
Primary Topic
Music and Audio Processing
Type
article
Field-Weighted Citation Impact
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article

Saraga Audiovisual: A Large Multimodal Open Data Collection for the Analysis of Carnatic Music

Zenodo (CERN European Organization for Nuclear Research)
Music and Audio Processing
article

Saraga Audiovisual: A Large Multimodal Open Data Collection for the Analysis of Carnatic Music

article en

Abstract

Carnatic music is a style of South Indian art music whose analysis using computational methods is an active area of research in Music Information Research (MIR). A core, open dataset for such analysis is the Saraga dataset, which includes multi-stem audio, expert annotations, and accompanying metadata. However, it has been noted that there are several limitations to the Saraga collections, and that additional relevant aspects of the tradition still need to be covered to facilitate musicologically important research lines. In this work, we present Saraga Audiovisual, a dataset that includes new and more diverse renditions of Carnatic vocal performances, totalling 42 concerts and more than 60 hours of music. A major contribution of this dataset is the inclusion of video recordings for all concerts, allowing for a wide range of multimodal analyses. We also provide high-quality human pose estimation data of the musicians extracted from the video footage, and perform benchmarking experiments for the different modalities to validate the utility of the novel collection. Saraga Audiovisual, along with access tools and results of our experiments, is made available for research purposes.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 60%
Music and Audio Processing
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Saraga Audiovisual: A Large Multimodal Open Data Collection for the Analysis of Carnatic Music · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS