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SotA/Methodology/2D Classification/MUSDB18

2D Classification on MUSDB18

Metric: SDR (vocals) (higher is better)

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#Model↕SDR (vocals)▼AugmentationsPaperDate↕Code
1Band-Split RNN (semi-sup.)10.47YesMusic Source Separation with Band-split RNN2022-09-30Code
2Band-Split RNN10.21NoMusic Source Separation with Band-split RNN2022-09-30Code
3TFC-TDF-UNet (v3)9.59NoSound Demixing Challenge 2023 Music Demixing Tra...2023-06-15Code
4Sparse HT Demucs (fine tuned)9.37YesHybrid Transformers for Music Source Separation2022-11-15Code
5Hybrid Transformer Demucs (f.t.)9.2YesHybrid Transformers for Music Source Separation2022-11-15Code
6KUIELab-MDX-Net9NoKUIELab-MDX-Net: A Two-Stream Neural Network for...2021-11-24Code
7CWS-PResUNet8.92NoCWS-PResUNet: Music Source Separation with Chann...2021-12-09Code
8Attentive-MultiResUNet8.57No--Code
9Hybrid Demucs8.04NoHybrid Spectrogram and Waveform Source Separation2021-11-05Code
10D3Net7.8YesD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
11CDE-HTCN7.37No---
12LaSAFT+GPoCM7.33NoLaSAFT: Latent Source Attentive Frequency Transf...2020-10-22Code
13DEMUCS (extra)7.29YesMusic Source Separation in the Waveform Domain2019-11-27Code
14D3Net7.24NoD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
15UMXL7.213Yes--Code
16TAK27.16Yes--Code
17DLMNet6.91No---
18Spleeter (MWF)6.86Yes--Code
19DEMUCS6.84NoMusic Source Separation in the Waveform Domain2019-11-27Code
20Conv-TasNet6.81NoConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
21Conv-TasNet (extra)6.74YesConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
22X-UMX6.61NoAll for One and One for All: Improving Music Sep...2020-10-08Code
23Sams-Net6.61NoSams-Net: A Sliced Attention-based Neural Networ...2019-09-12Code
24Meta-TasNet6.4NoMeta-learning Extractors for Music Source Separa...2020-02-17Code
25UMX6.32No--Code
26Wavenet3.46NoEnd-to-end music source separation: is it possib...2018-10-29Code
27STL23.25NoWave-U-Net: A Multi-Scale Neural Network for End...2018-06-08Code