ML Research Wiki / Benchmarks / Music Source Separation / MUSDB18-HQ

MUSDB18-HQ

Music Source Separation Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: SDR (avg)

Top Performing Models

Rank Model Paper SDR (avg) Date Code
1 SCNet-large SCNet: Sparse Compression Network for Music Source Separation 9.69 2024-01-24 📦 starrytong/SCNet 📦 amanteur/SCNet-PyTorch 📦 neeraj-j/SCNet
2 Sparse HT Demucs (fine tuned) 📚 Hybrid Transformers for Music Source Separation 9.20 2022-11-15 📦 facebookresearch/demucs 📦 zhaozhipeng1997/demucs_ascend910_pytorch
3 Hybrid Transformer Demucs (f.t.) 📚 Hybrid Transformers for Music Source Separation 9.00 2022-11-15 📦 facebookresearch/demucs 📦 zhaozhipeng1997/demucs_ascend910_pytorch
4 SCNet SCNet: Sparse Compression Network for Music Source Separation 9.00 2024-01-24 📦 starrytong/SCNet 📦 amanteur/SCNet-PyTorch 📦 neeraj-j/SCNet
5 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
6 TFC-TDF-UNet (v3) Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 8.34 2023-06-15 📦 kuielab/sdx23
7 Band-Split RNN Music Source Separation with Band-split RNN 8.24 2022-09-30 📦 crlandsc/music-demixing-with-band-split-rnn 📦 amanteur/BandSplitRNN-Pytorch 📦 naba89/iseparate-sdx
8 Dual-Path TFC-TDF UNet (DTTNet) Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET) 8.15 2023-09-15 📦 FaceOnLive/Spleeter-Android-iOS 📦 junyuchen-cjy/dttnet-pytorch
9 Hybrid Demucs Hybrid Spectrogram and Waveform Source Separation 7.68 2021-11-05 📦 facebookresearch/demucs
10 KUIELab-MDX-Net KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing 7.47 2021-11-24 📦 kuielab/mdx-net

All Papers (12)

starrytong/SCNet amanteur/SCNet-PyTorch neeraj-j/SCNet

Hybrid Transformers for Music Source Separation

2022
Sparse HT Demucs (fine tuned)
facebookresearch/demucs zhaozhipeng1997/demucs_ascend910_pytorch

Hybrid Transformers for Music Source Separation

2022
Hybrid Transformer Demucs (f.t.)
facebookresearch/demucs zhaozhipeng1997/demucs_ascend910_pytorch
starrytong/SCNet amanteur/SCNet-PyTorch neeraj-j/SCNet

Music Source Separation with Band-split RNN

2022
Band-Split RNN (semi-sup.)
crlandsc/music-demixing-with-band-split-rnn amanteur/BandSplitRNN-Pytorch naba89/iseparate-sdx
kuielab/sdx23
crlandsc/music-demixing-with-band-split-rnn amanteur/BandSplitRNN-Pytorch naba89/iseparate-sdx
FaceOnLive/Spleeter-Android-iOS junyuchen-cjy/dttnet-pytorch
facebookresearch/demucs
kuielab/mdx-net
haoheliu/2021-ismir-mss-challenge-cws-presunet
wzaielamri/unmix