TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Methodology/2D Classification/MUSDB18

2D Classification on MUSDB18

Metric: SDR (avg) (higher is better)

LeaderboardDataset
Loading chart...

Results

Submit a result
#Model↕SDR (avg)▼AugmentationsPaperDate↕Code
1Sparse HT Demucs (fine tuned)9.2YesHybrid Transformers for Music Source Separation2022-11-15Code
2Hybrid Transformer Demucs (f.t.)9YesHybrid Transformers for Music Source Separation2022-11-15Code
3Band-Split RNN (semi-sup.)8.97YesMusic Source Separation with Band-split RNN2022-09-30Code
4TFC-TDF-UNet (v3)8.34NoSound Demixing Challenge 2023 Music Demixing Tra...2023-06-15Code
5Band-Split RNN8.23NoMusic Source Separation with Band-split RNN2022-09-30Code
6Hybrid Demucs7.72NoHybrid Spectrogram and Waveform Source Separation2021-11-05Code
7KUIELab-MDX-Net7.54NoKUIELab-MDX-Net: A Two-Stream Neural Network for...2021-11-24Code
8CDE-HTCN6.89No---
9Attentive-MultiResUNet6.81No--Code
10DEMUCS (extra)6.79YesMusic Source Separation in the Waveform Domain2019-11-27Code
11CWS-PResUNet6.77NoCWS-PResUNet: Music Source Separation with Chann...2021-12-09Code
12D3Net6.68YesD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
13DLMNet6.47No---
14Conv-TasNet (extra)6.32YesConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
15UMXL6.316Yes--Code
16DEMUCS6.28NoMusic Source Separation in the Waveform Domain2019-11-27Code
17TAK26.04Yes--Code
18D3Net6.01NoD3Net: Densely connected multidilated DenseNet f...2020-10-05Code
19Spleeter (MWF)5.91Yes--Code
20LaSAFT+GPoCM5.88NoLaSAFT: Latent Source Attentive Frequency Transf...2020-10-22Code
21X-UMX5.79NoAll for One and One for All: Improving Music Sep...2020-10-08Code
22Conv-TasNet5.73NoConv-TasNet: Surpassing Ideal Time-Frequency Mag...2018-09-20Code
23Sams-Net5.65NoSams-Net: A Sliced Attention-based Neural Networ...2019-09-12Code
24Meta-TasNet5.52NoMeta-learning Extractors for Music Source Separa...2020-02-17Code
25UMX5.33No--Code
26Wavenet3.5NoEnd-to-end music source separation: is it possib...2018-10-29Code
27STL23.23NoWave-U-Net: A Multi-Scale Neural Network for End...2018-06-08Code