Discogs-VI: A musical version identification dataset based on public editorial metadata
Description
Discogs-VI is a dataset of musical version metadata and precomputed audio representations, created for research on version identification (VI), also referred to as cover song identification (CSI). It was created using editorial metadata from the public Discogs music database by identifying version relationships among millions of tracks, utilizing metadata matching based on artist and writer credits as well as the track title metadata. Identified versions comprise the Discogs-VI dataset, with a large portion of it mapped to official music uploads on YouTube, resulting in the Discogs-VI-YT subset.
In the VI literature the set of tracks that are versions of each other is defined as a clique. Discogs-VI contains about 1.9 million versions belonging to around 348,000 cliques, while *Discogs-VI-YT* includes 493,000 versions across 98,000 cliques.
Files
intermediary.zip
Additional details
Software
- Repository URL
- https://mtg.github.io/discogs-vi-dataset/
- Development Status
- Active
References
- R. O. Araz, X. Serra, and D. Bogdanov, "Discogs-VI: A musical version identification dataset based on public editorial metadata," in Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR), 2024.