pretrained_models.md
August 27, 2026 ยท View on GitHub
Pre-trained models
If you trained some good models, please, share them. You can post config and model weights in this issue.
Vocal models
| Model Type | Instruments | Metrics (SDR) | Config | Checkpoint |
|---|---|---|---|---|
| MDX23C | vocals / other | SDR vocals: 10.17 | Config | Weights |
| HTDemucs4 (MVSep finetuned) | vocals / other | SDR vocals: 8.78 | Config | Weights |
| Segm Models (VitLarge23) | vocals / other | SDR vocals: 9.77 | Config | Weights |
| Swin Upernet | vocals / other | SDR vocals: 7.57 | Config | Weights |
| BS Mamba2 (Trained on MUSDB18 only) | vocals / other | SDR vocals: 8.82 | Config | Weights |
| BS Roformer (viperx edition) | vocals / other | SDR vocals: 10.87 | Config | Weights |
| MelBand Roformer (viperx edition) | vocals / other | SDR vocals: 9.67 | Config | Weights |
| MelBand Roformer (KimberleyJensen edition) | vocals / other | SDR vocals: 10.98 | Config | Weights |
| BS PolarFormer | vocals / other | SDR vocals: 11.00 | Config | Weights |
Note: Metrics measured on Multisong Dataset.
Single stem models
| Model Type | Instruments | Metrics (SDR) | Config | Checkpoint |
|---|---|---|---|---|
| HTDemucs4 FT Drums | drums | SDR drums: 11.13 | Config | Weights |
| HTDemucs4 FT Bass | bass | SDR bass: 11.96 | Config | Weights |
| HTDemucs4 FT Other | other | SDR other: 5.85 | Config | Weights |
| HTDemucs4 FT Vocals (Official repository) | vocals | SDR vocals: 8.38 | Config | Weights |
| BS Roformer (viperx edition) | other | SDR other: 6.85 | Config | Weights |
| MelBand Roformer (aufr33 and viperx edition) | crowd | SDR crowd: 5.99 | Config | Weights |
| MelBand Roformer (anvuew edition) | dereverb | --- | Config | Weights |
| MelBand Roformer Denoise (by aufr33) | denoise | --- | Config | Weights |
| MelBand Roformer Denoise Aggressive (by aufr33) | denoise | --- | Config | Weights |
| Apollo LQ MP3 restoration (by JusperLee) | restored | --- | Config | Weights |
| MelBand Roformer Aspiration (by SUC-DriverOld) | aspiration | SDR: 9.85 | Config | Weights |
| MDX23C Phantom Centre extraction (by wesleyr36) | similarity | L1Freq: 72.23 | Config | Weights |
| MelBand Roformer Vocals DeReverb/DeEcho (by SUC-DriverOld) | dry | SDR: 10.01 | Config | Weights |
Note: All HTDemucs4 FT models output 4 stems, but quality is best only on target stem (all other stems are dummy).
Multi-stem models
| Model Type | Instruments | Metrics (SDR) | Config | Checkpoint |
|---|---|---|---|---|
| BandIt Plus | speech / music / effects | DnR test avg: 11.50 (speech: 15.64, music: 9.18 effects: 9.69) | Config | Weights |
| HTDemucs4 | bass / drums / vocals / other | Multisong avg: 9.16 (bass: 11.76, drums: 10.88 vocals: 8.24 other: 5.74) | Config | Weights |
| HTDemucs4 (6 stems) | bass / drums / vocals / other / piano / guitar | Multisong (bass: 11.22, drums: 10.22 vocals: 8.05 other: --- piano: --- guitar: ---) | Config | Weights |
| Demucs3 mmi | bass / drums / vocals / other | Multisong avg: 8.88 (bass: 11.17, drums: 10.70 vocals: 8.22 other: 5.42) | Config | Weights |
| DrumSep htdemucs (by inagoy) | kick / snare / cymbals / toms | DrumSep test (kick: 10.52, snare: 6.05, toms: 4.68, hh-cymbals: 5.03) | Config | Weights |
| DrumSep mdx23c (by aufr33 and jarredou) | kick / snare / toms / hh / ride / crash | DrumSep test (kick: 14.54, snare: 9.79, toms: 10.63, hh: 3.19, cymbals (ride + crash): 6.08) | Config | Weights |
| DrumSep mdx23c (by jarredou) | kick / snare / toms / hh / cymbals | DrumSep test (kick: 16.66, snare: 11.53, toms: 12.33, hh: 4.04, cymbals (ride + crash): 6.36) | Config | Weights |
Multi-stem models (MUSDB18HQ)
- Models in this list were trained only on MUSDB18HQ dataset (100 songs train data). These weights are useful for fine-tuning.
- Instruments: bass / drums / vocals / other
| Model Type | Metrics (SDR) | Config | Checkpoint |
|---|---|---|---|
| MDX23C | MUSDB test avg: 7.15 (bass: 5.77, drums: 7.93 vocals: 9.23 other: 5.68) Multisong avg: 7.02 (bass: 8.40, drums: 7.73 vocals: 7.36 other: 4.57) | Config | Weights |
| DTTNet | MUSDB test avg: 7.83 (bass: 7.17, drums: 7.66 vocals: 10.31 other: 6.20) Multisong avg: 7.48 (bass: 8.46, drums: 7.57 vocals: 8.78 other: 5.12) | Configs (vocals bass drums other) | Weights (vocals bass drums other) |
| SCNet Small (by starrytong) | MUSDB test avg: 9.03 (bass: 8.89, drums: 10.44 vocals: 9.90 other: 6.89) Multisong avg: 8.87 (bass: 11.07, drums: 10.79 vocals: 8.27 other: 5.34) | Config | Weights |
| SCNet Tran Small | MUSDB test avg: 8.92 (bass: 8.07, drums: 10.81 vocals: 9.97 other: 6.84) Multisong avg: 8.97 (bass: 10.99, drums: 10.87 vocals: 8.42 other: 5.63) | Config | Weights |
| SCNet Masked Small | MUSDB test avg: 8.81 (bass: 8.32, drums: 10.48 vocals: 10.05 other: 6.40) Multisong avg: 8.86 (bass: 11.00, drums: 10.57 vocals: 8.35 other: 5.51) | Config | Weights |
| SCNet Large | MUSDB test avg: 9.32 (bass: 8.63, drums: 10.89 vocals: 10.69 other: 7.06) Multisong avg: 9.19 (bass: 11.15, drums: 11.04 vocals: 8.94 other: 5.62) | Config | Weights |
| SCNet Large (by starrytong) | MUSDB test avg: 9.70 (bass: 9.38, drums: 11.15 vocals: 10.94 other: 7.31) Multisong avg: 9.28 (bass: 11.27, drums: 11.23 vocals: 9.05 other: 5.57) | Config | Weights |
| SCNet XL | MUSDB test avg: 9.80 (bass: 9.23, drums: 11.51 vocals: 11.05 other: 7.41) Multisong avg: 9.72 (bass: 11.87, drums: 11.49 vocals: 9.32 other: 6.19) | Config | Weights |
| SCNet XL IHF | MUSDB test avg: 10.08 (bass: 9.23, drums: 11.81 vocals: 11.42 other: 7.88) Multisong avg: 9.92 (bass: 11.94, drums: 11.58 vocals: 9.68 other: 6.48) | Config | Weights |
| SCNet Masked XL IHF | MUSDB test avg: 9.82 (bass: 8.91, drums: 11.62 vocals: 11.06 other: 7.70) Multisong avg: 9.67 (bass: 11.57, drums: 11.38 vocals: 9.43 other: 6.30) | Config | Weights |
| BS Roformer | MUSDB test avg: 9.65 (bass: 8.48, drums: 11.61 vocals: 11.08 other: 7.44) Multisong avg: 9.38 (bass: 11.08, drums: 11.29 vocals: 9.19 other: 5.96) | Config | Weights |
| BS Conformer (Medium) | MUSDB test avg: 9.18 (bass: 8.11, drums: 10.96 vocals: 10.63 other: 7.03) Multisong avg: 8.84 (bass: 10.36, drums: 10.73 vocals: 8.75 other: 5.53) | Config | Weights |