Datasets:

schism-audio
/

stemgmd

license: cc-by-4.0
pretty_name: StemGMD
task_categories:
  - audio-to-audio
tags:
  - audio
  - music
  - drums
  - source-separation
  - drum-source-separation
  - drum-demixing
  - isolated-stems
  - groove-midi-dataset
  - music-information-retrieval
configs:
  - config_name: archives
    data_files:
      - split: train
        path: metadata.csv

StemGMD

This repository mirrors the StemGMD archive files released on Zenodo as "StemGMD: A Large-Scale Audio Dataset of Isolated Drum Stems for Deep Drums Demixing".

StemGMD builds on Magenta's Groove MIDI Dataset. The upstream authors mapped the original 22 MIDI pitches to nine canonical drum instruments and synthesized isolated 16-bit/44.1 kHz stereo WAV stems with ten Logic Pro X acoustic drum kits. The release contains 1224 hours of audio, corresponding to more than 136 hours of full-kit mixtures, plus single hits at ten velocities. The fully extracted dataset requires just over 1.13 TB.

This mirror preserves the upstream archive files and provides a metadata-only dataset viewer manifest. It intentionally does not expand every WAV file into the viewer because the dataset is very large.

Source Records

Part 1: https://zenodo.org/records/7860223
Part 2: https://zenodo.org/records/7882857
License: Creative Commons Attribution 4.0 International
DOI: 10.5281/zenodo.7860223 and 10.5281/zenodo.7882857

Files

See metadata.csv for archive names, sizes, MD5 checksums, source URLs, and paths in this repository.

Reconstructing the Dataset

Download all files under archives/ into one directory, then run the upstream unzip_StemGMD.sh script from that directory. The extracted dataset is expected to require just over 1.13 TB.

Citation

@article{mezza2024,
  title = {Toward deep drum source separation},
  author = {Alessandro Ilic Mezza and Riccardo Giampiccolo and Alberto Bernardini and Augusto Sarti},
  journal = {Pattern Recognition Letters},
  volume = {183},
  pages = {86-91},
  year = {2024},
  issn = {0167-8655},
  doi = {https://doi.org/10.1016/j.patrec.2024.04.026}
}