Slakh2100
Synthesized Lakh Dataset
AudioMidiIntroduced 2019-01-01
The Synthesized Lakh (Slakh) Dataset is a dataset for audio source separation that is synthesized from the Lakh MIDI Dataset v0.1 using professional-grade sample-based virtual instruments. This first release of Slakh, called Slakh2100, contains 2100 automatically mixed tracks and accompanying MIDI files synthesized using a professional-grade sampling engine. The tracks in Slakh2100 are split into training (1500 tracks), validation (375 tracks), and test (225 tracks) subsets, totaling 145 hours of mixtures.
Source: http://www.slakh.com/ Image Source: http://www.slakh.com/ Audio Source: http://www.slakh.com/
Benchmarks
2D Classification/SDR (bass)2D Classification/SDR (drums)2D Classification/SI-SDRi (Bass)2D Classification/Si-SDRi (Drums)2D Classification/Si-SDRi (Guitar)2D Classification/Si-SDRi (Piano)Music Source Separation/SDR (bass)Music Source Separation/SDR (drums)Music Source Separation/SI-SDRi (Bass)Music Source Separation/Si-SDRi (Drums)Music Source Separation/Si-SDRi (Guitar)Music Source Separation/Si-SDRi (Piano)Music Transcription/note-level F-measure-no-offset (Fno)Music Transcription/Onset F1Music Transcription/Multi F1