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SotA/Music/Music Source Separation/MUSDB18

Music Source Separation on MUSDB18

Metric: SDR (other) (higher is better)

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#Model↕SDR (other)▼Extra DataPaperDate↕Code
1Band-Split RNN (semi-sup.)7.08YesMusic Source Separation with Band-split RNN2022-09-30Code
2TFC-TDF-UNet (v3)6.86NoSound Demixing Challenge 2023 Music Demixing Tra...2023-06-15Code
3Band-Split RNN6.62NoMusic Source Separation with Band-split RNN2022-09-30Code
4Hybrid Transformer Demucs (f.t.)6.42YesHybrid Transformers for Music Source Separation2022-11-15Code
5Sparse HT Demucs (fine tuned)6.41YesHybrid Transformers for Music Source Separation2022-11-15Code
6KUIELab-MDX-Net5.95NoKUIELab-MDX-Net: A Two-Stream Neural Network for...2021-11-24Code
7CWS-PResUNet5.84NoCWS-PResUNet: Music Source Separation with Chann...2021-12-09Code
8Hybrid Demucs5.59NoHybrid Spectrogram and Waveform Source Separation2021-11-05Code
9D3Net5.37YesD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
10Attentive-MultiResUNet5.14No--Code
11CDE-HTCN4.92No---
12UMXL4.889Yes--Code
13LaSAFT+GPoCM4.87NoLaSAFT: Latent Source Attentive Frequency Transf...2020-10-22Code
14TAK24.8Yes--Code
15DEMUCS (extra)4.69YesMusic Source Separation in the Waveform Domain2019-11-27Code
16X-UMX4.64NoAll for One and One for All: Improving Music Sep...2020-10-08Code
17DLMNet4.62No---
18D3Net4.53NoD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
19DEMUCS4.42NoMusic Source Separation in the Waveform Domain2019-11-27Code
20Conv-TasNet4.37NoConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
21Meta-TasNet4.19NoMeta-learning Extractors for Music Source Separa...2020-02-17Code
22Sams-Net4.09NoSams-Net: A Sliced Attention-based Neural Networ...2019-09-12Code
23Spleeter (MWF)4.02Yes--Code
24UMX4.02No--Code
25STL22.25NoWave-U-Net: A Multi-Scale Neural Network for End...2018-06-08Code
26Wavenet0.54NoEnd-to-end music source separation: is it possib...2018-10-29Code