ML Research Wiki / Benchmarks / Music Source Separation / MUSDB18

MUSDB18

Music Source Separation Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: SDR (avg)

Top Performing Models

Rank Model Paper SDR (avg) Date Code
1 Sparse HT Demucs (fine tuned) 📚 Hybrid Transformers for Music Source Separation 9.20 2022-11-15 📦 facebookresearch/demucs 📦 zhaozhipeng1997/demucs_ascend910_pytorch
2 Hybrid Transformer Demucs (f.t.) 📚 Hybrid Transformers for Music Source Separation 9.00 2022-11-15 📦 facebookresearch/demucs 📦 zhaozhipeng1997/demucs_ascend910_pytorch
3 Band-Split RNN (semi-sup.) 📚 Music Source Separation with Band-split RNN 8.97 2022-09-30 📦 crlandsc/music-demixing-with-band-split-rnn 📦 amanteur/BandSplitRNN-Pytorch 📦 naba89/iseparate-sdx
4 TFC-TDF-UNet (v3) Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 8.34 2023-06-15 📦 kuielab/sdx23
5 Band-Split RNN Music Source Separation with Band-split RNN 8.23 2022-09-30 📦 crlandsc/music-demixing-with-band-split-rnn 📦 amanteur/BandSplitRNN-Pytorch 📦 naba89/iseparate-sdx
6 Hybrid Demucs Hybrid Spectrogram and Waveform Source Separation 7.72 2021-11-05 📦 facebookresearch/demucs
7 KUIELab-MDX-Net KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing 7.54 2021-11-24 📦 kuielab/mdx-net
8 DEMUCS (extra) 📚 Music Source Separation in the Waveform Domain 6.79 2019-11-27 📦 facebookresearch/demucs
9 CWS-PResUNet CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet 6.77 2021-12-09 📦 haoheliu/2021-ismir-mss-challenge-cws-presunet
10 D3Net 📚 D3Net: Densely connected multidilated DenseNet for music source separation 6.68 2020-10-05 📦 sony/ai-research-code

All Papers (20)