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SotA/Music/Music Source Separation/MUSDB18

Music Source Separation on MUSDB18

Metric: SDR (bass) (higher is better)

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Results

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#Model↕SDR (bass)▼Extra DataPaperDate↕Code
1Sparse HT Demucs (fine tuned)10.47YesHybrid Transformers for Music Source Separation2022-11-15Code
2Hybrid Transformer Demucs (f.t.)9.78YesHybrid Transformers for Music Source Separation2022-11-15Code
3Hybrid Demucs8.67NoHybrid Spectrogram and Waveform Source Separation2021-11-05Code
4TFC-TDF-UNet (v3)8.45NoSound Demixing Challenge 2023 Music Demixing Tra...2023-06-15Code
5Band-Split RNN (semi-sup.)8.16YesMusic Source Separation with Band-split RNN2022-09-30Code
6CDE-HTCN7.92No---
7KUIELab-MDX-Net7.86NoKUIELab-MDX-Net: A Two-Stream Neural Network for...2021-11-24Code
8DEMUCS (extra)7.6YesMusic Source Separation in the Waveform Domain2019-11-27Code
9Band-Split RNN7.51NoMusic Source Separation with Band-split RNN2022-09-30Code
10DLMNet7.29No---
11DEMUCS7.01NoMusic Source Separation in the Waveform Domain2019-11-27Code
12Conv-TasNet (extra)7YesConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
13D3Net6.2YesD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
14UMXL6.015Yes--Code
15CWS-PResUNet5.93NoCWS-PResUNet: Music Source Separation with Chann...2021-12-09Code
16Attentive-MultiResUNet5.88No--Code
17Conv-TasNet5.66NoConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
18LaSAFT+GPoCM5.63NoLaSAFT: Latent Source Attentive Frequency Transf...2020-10-22Code
19Meta-TasNet5.58NoMeta-learning Extractors for Music Source Separa...2020-02-17Code
20Spleeter (MWF)5.51Yes--Code
21X-UMX5.43NoAll for One and One for All: Improving Music Sep...2020-10-08Code
22TAK25.4Yes--Code
23D3Net5.25NoD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
24Sams-Net5.25NoSams-Net: A Sliced Attention-based Neural Networ...2019-09-12Code
25UMX5.23No--Code
26STL23.21NoWave-U-Net: A Multi-Scale Neural Network for End...2018-06-08Code
27Wavenet2.49NoEnd-to-end music source separation: is it possib...2018-10-29Code