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SotA/Music/Music Source Separation/MUSDB18

Music Source Separation on MUSDB18

Metric: SDR (drums) (higher is better)

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#Model↕SDR (drums)▼Extra DataPaperDate↕Code
1Sparse HT Demucs (fine tuned)10.83YesHybrid Transformers for Music Source Separation2022-11-15Code
2Band-Split RNN (semi-sup.)10.15YesMusic Source Separation with Band-split RNN2022-09-30Code
3Hybrid Transformer Demucs (f.t.)10.08YesHybrid Transformers for Music Source Separation2022-11-15Code
4Band-Split RNN8.58NoMusic Source Separation with Band-split RNN2022-09-30Code
5Hybrid Demucs8.58NoHybrid Spectrogram and Waveform Source Separation2021-11-05Code
6TFC-TDF-UNet (v3)8.44NoSound Demixing Challenge 2023 Music Demixing Tra...2023-06-15Code
7Attentive-MultiResUNet7.63No--Code
8DEMUCS (extra)7.58YesMusic Source Separation in the Waveform Domain2019-11-27Code
9D3Net7.36YesD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
10KUIELab-MDX-Net7.33NoKUIELab-MDX-Net: A Two-Stream Neural Network for...2021-11-24Code
11CDE-HTCN7.33No---
12UMXL7.148Yes--Code
13Conv-TasNet (extra)7.11YesConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
14DLMNet7.05No---
15D3Net7.01NoD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
16DEMUCS6.86NoMusic Source Separation in the Waveform Domain2019-11-27Code
17TAK26.81Yes--Code
18Spleeter (MWF)6.71Yes--Code
19Sams-Net6.63NoSams-Net: A Sliced Attention-based Neural Networ...2019-09-12Code
20X-UMX6.47NoAll for One and One for All: Improving Music Sep...2020-10-08Code
21CWS-PResUNet6.38NoCWS-PResUNet: Music Source Separation with Chann...2021-12-09Code
22Conv-TasNet6.08NoConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
23Meta-TasNet5.91NoMeta-learning Extractors for Music Source Separa...2020-02-17Code
24UMX5.73No--Code
25LaSAFT+GPoCM5.68NoLaSAFT: Latent Source Attentive Frequency Transf...2020-10-22Code
26Wavenet4.6NoEnd-to-end music source separation: is it possib...2018-10-29Code
27STL24.22NoWave-U-Net: A Multi-Scale Neural Network for End...2018-06-08Code