MUSDB18

Dataset Information
Modalities
Audio
License
Various (see link)
Homepage
Official Website
Contents

Overview

The MUSDB18 is a dataset of 150 full lengths music tracks (~10h duration) of different genres along with their isolated drums, bass, vocals and others stems.

The dataset is split into training and test sets with 100 and 50 songs, respectively. All signals are stereophonic and encoded at 44.1kHz.

Source: https://sigsep.github.io/datasets/musdb.html#musdb18-compressed-stems
Image Source: https://sigsep.github.io/datasets/musdb.html#musdb18-compressed-stems

Variants: MUSDB18

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Music Source Separation TFC-TDF-UNet (v3) Sound Demixing Challenge 2023 Music … 2023-06-15
Music Source Separation Sparse HT Demucs (fine tuned) Hybrid Transformers for Music Source … 2022-11-15
Music Source Separation Hybrid Transformer Demucs (f.t.) Hybrid Transformers for Music Source … 2022-11-15
Music Source Separation Band-Split RNN Music Source Separation with Band-split … 2022-09-30
Music Source Separation Band-Split RNN (semi-sup.) Music Source Separation with Band-split … 2022-09-30
Music Source Separation CWS-PResUNet CWS-PResUNet: Music Source Separation with … 2021-12-09
Music Source Separation KUIELab-MDX-Net KUIELab-MDX-Net: A Two-Stream Neural Network … 2021-11-24
Music Source Separation Hybrid Demucs Hybrid Spectrogram and Waveform Source … 2021-11-05
Music Source Separation LaSAFT+GPoCM LaSAFT: Latent Source Attentive Frequency … 2020-10-22
Music Source Separation X-UMX All for One and One … 2020-10-08
Music Source Separation D3Net D3Net: Densely connected multidilated DenseNet … 2020-10-05
Music Source Separation D3Net D3Net: Densely connected multidilated DenseNet … 2020-10-05
Music Source Separation Meta-TasNet Meta-learning Extractors for Music Source … 2020-02-17
Music Source Separation DEMUCS Music Source Separation in the … 2019-11-27
Music Source Separation DEMUCS (extra) Music Source Separation in the … 2019-11-27
Music Source Separation Sams-Net Sams-Net: A Sliced Attention-based Neural … 2019-09-12
Music Source Separation Wavenet End-to-end music source separation: is … 2018-10-29
Music Source Separation Conv-TasNet (extra) Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude … 2018-09-20
Music Source Separation Conv-TasNet Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude … 2018-09-20
Music Source Separation STL2 Wave-U-Net: A Multi-Scale Neural Network … 2018-06-08

Research Papers

Recent papers with results on this dataset:

External Links: