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  1. Data from: MUSDB18 - a corpus for music separation

    • zenodo.org
    • search.datacite.org
    Published Dec 17, 2017
  2. f

    Music.Traditional.HinduRaga.MIDI

    • figshare.com
    Updated Sep 24, 2017
  3. Music features

    • www.kaggle.com
    Updated Jun 25, 2018
  4. t

    Data from: BBC Music

    • datahub.io
    • data.wu.ac.at
    Updated Jul 30, 2016
  5. Music artists popularity

    • www.kaggle.com
    Updated May 5, 2019
  6. H

    Music and emotion dataset (Primary Musical Cues)

    • dataverse.harvard.edu
    • datamed.org
    Updated Jan 18, 2016
  7. Music Label Dataset

    • www.kaggle.com
    Updated Jan 28, 2019
  8. GTZAN music/speech collection

    • www.kaggle.com
    Updated Oct 24, 2017
  9. MUSIC ASSOCIATES OF ASPEN INC, fiscal year ending Sept. 2016

    • projects.propublica.org
  10. MUSIC MEMORIES INC, fiscal year ending Dec. 2011

    • projects.propublica.org
  11. g

    Image Music Affective Correspondence Dataset (IMAC)

    • gaurav22verma.github.io
  12. Primary ITT Music Materials

    • data.gov.uk
    • data.wu.ac.at
    Updated Sep 19, 2013
  13. MuMu: Multimodal Music Dataset

    • zenodo.org
    Published Jul 14, 2017
  14. a

    Medieval music database

    • researchdata.ands.org.au
    Published Mar 21, 2013
  15. F

    Broadcast Rights and Music License Fees for Television Broadcasting, All...

    • fred.stlouisfed.org
    Updated Mar 25, 2016
  16. U.S. users who use YouTube to watch or listen to music 2017, by occurrence

    • www.statista.com
  17. f

    OpenMIIR - a public domain dataset of EEG recordings for music imagery...

    • figshare.com
    Updated Jan 20, 2016
  18. LONDONDERRY FRIENDS OF MUSIC, fiscal year ending June 2017

    • projects.propublica.org
  19. a

    Music from Timor-Leste

    • researchdata.ands.org.au
    Published Dec 12, 2012
  20. d

    Events — Music and concert

    • data.gov.au
    Updated Nov 9, 2018
  21. Data from: Cognitive Effects of Music and Dance Training in Children

    • www.icpsr.umich.edu
  22. Electronic Music Features Dataset

    • www.kaggle.com
    Updated Dec 4, 2017
  23. Sound recording industry, revenue from sales of recordings by musical...

    • open.canada.ca
    • data.wu.ac.at
    Updated Jun 27, 2018
  24. d

    State Library of Queensland - Music Queensland

    • data.gov.au
    Updated Jul 15, 2019
  25. d

    State Library of Queensland - Music Queensland

    • data.gov.au
    • data.qld.gov.au
    • +3more
    Updated Apr 24, 2019
  26. f

    How teenagers use music to manage their mood: An initial investigation

    • figshare.com
    Updated Jan 11, 2016
  27. r

    GIM MUSIC PROGRAMS ANNOTATED LIST AUGUST 2009

    • www.researchgate.net
    Published Apr 18, 2014
  28. d

    Data from: Significance and popularity in music production

    • datadryad.org
    Published Jun 19, 2017
  29. a

    Music of Indonesia and Malaysia

    • researchdata.ands.org.au
    Published Dec 12, 2012
  30. F

    Consumer Price Index for All Urban Consumers: Music instruments and...

    • fred.stlouisfed.org
    Updated Jul 11, 2019
  31. Indian Hindi film music

    • www.kaggle.com
    Updated Jan 1, 2018
  32. F

    Purchased Electricity for Music Publishers, All Establishments, Employer...

    • fred.stlouisfed.org
    Updated Jan 30, 2014
  33. Spotify's Daily Song Ranking - music released date

    • www.kaggle.com
    Updated May 4, 2018
  34. z

    Shared Acoustic Codes Underlie Emotional Communication in Music and Speech -...

    • zenodo.org
    • search.datacite.org
    Published Mar 6, 2017
  35. s

    Canada: top selling music albums H1 2019

    • www.statista.com
  36. F

    Retail Trade: Sporting Goods, Hobby, Book, and Music Stores Payroll...

    • fred.stlouisfed.org
    Updated Jul 19, 2019
  37. z

    Music relating to Rubáiyát of Omar Khayyám

    • zenodo.org
    Published Nov 1, 2018
  38. d

    State Library of Queensland - Music Queensland - World War 1

    • data.gov.au
    • data.qld.gov.au
    • +3more
    Updated Apr 24, 2019
  39. MINNESOTA SHUBERT CENTER FOR DANCE AND MUSIC, fiscal year ending Dec. 2016

    • projects.propublica.org
  40. D

    Replication data for Effects of affective priming through music on the use...

    • researchdata.ntu.edu.sg
    Updated May 2, 2019
  41. Music classification

    • www.kaggle.com
    Updated Dec 11, 2018
  42. F

    Depreciation and Amortization Charges for Music Publishers, All...

    • fred.stlouisfed.org
    Updated Mar 25, 2016
  43. The SHAMSA database 1.0 – Sources for the History and Analysis of...

    • zenodo.org
    Published Oct 5, 2018
  44. Music Public Blockchain

    • data.world
    Updated Jun 8, 2018
  45. t

    British Music Collection

    • datahub.io
    • data.wu.ac.at
    Updated Feb 9, 2016
  46. CURTIS INSTITUTE OF MUSIC, fiscal year ending May 2016

    • projects.propublica.org
  47. Song lyrics from 6 musical genres

    • www.kaggle.com
    Updated Feb 14, 2019
  48. f

    Music.Traditional.Chinese.MIDI

    • figshare.com
    Updated Sep 24, 2017
  49. Skate Music

    • data.world
    Updated Mar 10, 2019
  50. f

    Music.Twentieth.MIDI

    • figshare.com
    Updated Sep 24, 2017
  51. Billboard 1964-2015 Songs + Lyrics

    • www.kaggle.com
    Updated Apr 16, 2017
  52. SPPI: 5920000000: Sound recording and music publishing ser vices

    • www.ons.gov.uk
    Updated Jul 17, 2019
  53. Perceived Stress Level and Attitude Towards Music

    • www.kaggle.com
    Updated Feb 27, 2019
  54. South Korea Exports: CI: Music

    • www.ceicdata.com
  55. Music album consumption U.S. 2018, by genre

    • www.statista.com
  56. z

    Flute audio labelled database for Automatic Music Transcription

    • zenodo.org
    • figshare.com
    Published Sep 4, 2018
  57. F

    Advance Retail Sales: Sporting Goods, Hobby, Book, and Music Stores

    • fred.stlouisfed.org
    Updated Jul 16, 2019
  58. National Library of Australia Sheet Music collection

    • data.gov.au
    • researchdata.ands.org.au
    • +1more
    Updated Mar 7, 2015
  59. Leading iPhone music apps in the Netherlands 2018, by downloads

    • www.statista.com
  60. z

    Arab-Andalusian music lyrics dataset

    • zenodo.org
    Published Jun 18, 2018
  61. Popular music and cultural memory: Localised popular music histories and...

    • researchdata.ands.org.au
    Published Nov 28, 2012
  62. Policy notes: local popular music in global creative economies: data

    • researchdata.ands.org.au
    Published Nov 28, 2012
  63. OPUS 118 HARLEM SCHOOL OF MUSIC, fiscal year ending Aug. 2016

    • projects.propublica.org
  64. a

    Smithsonian Folkways Holiday Music Map

    • hub.arcgis.com
    • maps.torontopolice.on.ca
  65. Leading Android music apps in Germany 2018, by downloads

    • www.statista.com
  66. Taking Note: A Study of Composers and New Music Activity in the U.S. (2008)

    • www.icpsr.umich.edu
  67. f

    Data from: Automatic composition of descriptive music: A case study of the...

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    Updated Jun 26, 2018
  68. d

    Data from: Creating a multi-track classical music performance dataset for...

    • datadryad.org
    Published Jun 20, 2018
  69. CITY CENTER OF MUSIC & DRAMA INC, fiscal year ending June 2016

    • projects.propublica.org
  70. CRESCENTA VALLEY INSTRUMENTAL MUSIC FOUNDATION, fiscal year ending June 2016...

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  71. a

    Musaic School of Music

    • hub.arcgis.com
  72. a

    Memorial School of Music

    • hub.arcgis.com
    • maps.torontopolice.on.ca
  73. Jingju Music Scores Collection

    • zenodo.org
    Published Jul 24, 2017
  74. 380,000+ lyrics from MetroLyrics

    • www.kaggle.com
    Updated Jan 11, 2017
  75. d

    South Australian Sheet Music (State Library of South Australia)

    • data.gov.au
    Updated Jul 3, 2015
  76. p

    fMRI Data for Human Subjects During Musical Perception and Imagery

    • purr.purdue.edu
    Updated Jan 5, 2018
  77. H

    Survey Data on Memorable Experiences with Sad Music – Reasons, Reactions and...

    • dataverse.harvard.edu
    Updated Jul 21, 2018
  78. 4

    MTL Music Representation, data underlying the publication: One deep music...

    • data.4tu.nl
    • www.narcis.nl
    • +1more
  79. 18,393 Pitchfork Reviews

    • www.kaggle.com
    Updated Jan 13, 2017
  80. N

    Increased engagement of the cognitive control network associated with music...

    • neurovault.org
    Updated Jun 30, 2018
  81. o

    Public Domain Music Recordings and Metadata

    • opendata.swiss
    Updated 23.07.2017
  82. F

    Sources of Revenue: Print Music for Music Publishers, All Establishments,...

    • fred.stlouisfed.org
    Updated Dec 26, 2018
  83. Register of music permits issued under the Liquor Act

    • researchdata.ands.org.au
    Published Jul 26, 2013
  84. Individual Music education hubs

    • data.gov.uk
    • data.wu.ac.at
    Updated Mar 19, 2014
  85. Multilabel classification music emotions dataset

    • www.kaggle.com
    Updated Oct 25, 2018
  86. g

    Data from: Generating music with resting-state fMRI data

    • gigadb.org
    Published Oct 26, 2016
  87. C

    China Retail Price Index: Beijing: Household Appliance, Music & Video...

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  88. MUSIC OF PENN ALPS INC, fiscal year ending Dec. 2015

    • projects.propublica.org
  89. F

    Retail Sales: Sporting Goods, Hobby, Book, and Music Stores

    • fred.stlouisfed.org
    Updated Jul 16, 2019
  90. Music album sales in the U.S. 2007-2018

    • www.statista.com
  91. Favorite music genres in the U.S. 2018, by age

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  92. d

    USGS 1:24000-scale Quadrangle for Music Mountains NE, AZ 1968

    • catalog.data.gov
    Updated Aug 17, 2018
  93. f

    Performed Music Ontology

    • fairsharing.org
    Published Oct 24, 2017
  94. d

    USGS 1:24000-scale Quadrangle for Music Mountains NW, AZ 1968

    • catalog.data.gov
    Updated Aug 17, 2018
  95. Important features of music streaming services in the U.S. 2018

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  96. Digital music revenue in the U.S. from 2008 to 2018, by type

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  97. r

    Sound of Music

    • data.roanokecountyva.gov
    Published Jun 3, 2015
  98. Classical Music ML Format

    • www.kaggle.com
    Updated Apr 30, 2019
  99. a

    Studio Nine School Of Music

    • hub.arcgis.com
  100. Towards a Standard Testbed for Optical Music Recognition: Definitions,...

    • figshare.com
    Updated Jan 20, 2016
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Data from: MUSDB18 - a corpus for music separation

Related Article
9 scholarly articles cite this dataset (View in Google Scholar)
  • Dataset published Dec 17, 2017
Dataset provided by
New York Universityhttps://www.nyu.edu/
Fraunhofer Institute for Digital Media Technologyhttp://www.idmt.fraunhofer.de/
Gracenote, USA
INRIA and LIRMM, University of Montpellier
Authors
Mimilakis, Stylianos Ioannis; Rafii, Zafar; Liutkus, Antoine; Fabian-Robert Stöter; Bittner, Rachel
Description

The sigsep musdb18 data set consists of a total of 150 full-track songs of different styles and includes both the stereo mixtures and the original sources, divided between a training subset and a test subset.

Its purpose is to serve as a reference database for the design and the evaluation of source separation algorithms. The objective of such signal processing methods is to estimate one or more sources from a set of mixtures, e.g. for karaoke applications. It has been used as the official dataset in the professionally-produced music recordings task for SiSEC 2018, which is the international campaign for the evaluation of source separation algorithms.

musdb18 contains two folders, a folder with a training set: “train”, composed of 100 songs, and a folder with a test set: “test”, composed of 50 songs. Supervised approaches should be trained on the training set and tested on both sets.

All files from the musdb18 dataset are encoded in the Native Instruments stems format (.mp4). It is a multitrack format composed of 5 stereo streams, each one encoded in AAC @256kbps. These signals correspond to:

  • 0 - The mixture,
  • 1 - The drums,
  • 2 - The bass,
  • 3 - The rest of the accompaniment,
  • 4 - The vocals.

For each file, the mixture correspond to the sum of all the signals. All signals are stereophonic and encoded at 44.1kHz.

As the MUSDB18 is encoded as STEMS, it relies on ffmpeg to read the multi-stream files. We provide a python wrapper called stempeg that allows to easily parse the dataset and decode the stem tracks on-the-fly.

If you use the MUSDB dataset for your research - Cite the MUSDB18 Dataset

@misc{MUSDB18,
  author       = {Rafii, Zafar and
                  Liutkus, Antoine and
                  Fabian-Robert St{\"o}ter and
                  Mimilakis, Stylianos Ioannis and
                  Bittner, Rachel},
  title        = {The {MUSDB18} corpus for music separation},
  month        = dec,
  year         = 2017,
  doi          = {10.5281/zenodo.1117372},
  url          = {https://doi.org/10.5281/zenodo.1117372}
}

If compare your results with SiSEC 2018 Participants - Cite the SiSEC 2018 LVA/ICA Paper
@inproceedings{SiSEC18,
  author="St{\"o}ter, Fabian-Robert and Liutkus, Antoine and Ito, Nobutaka",
  title="The 2018 Signal Separation Evaluation Campaign",
  booktitle="Latent Variable Analysis and Signal Separation:
  14th International Conference, LVA/ICA 2018, Surrey, UK",
  year="2018",
  pages="293--305"
}
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