ML Research Wiki / Benchmarks / Speech Separation / WSJ0-2mix

WSJ0-2mix

Speech Separation Benchmark

Performance Over Time

📊 Showing 36 results | 📏 Metric: SI-SDRi

Top Performing Models

Rank Model Paper SI-SDRi Date Code
1 TF-Locoformer (L) + DM TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement 25.10 2024-08-06 📦 merlresearch/tf-locoformer
2 SepReformer-L Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech Separation 25.10 2024-06-10 📦 dmlguq456/SepReformer
3 TF-Locoformer (M) + DM TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement 24.60 2024-08-06 📦 merlresearch/tf-locoformer
4 TF-Locoformer (L) TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement 24.20 2024-08-06 📦 merlresearch/tf-locoformer
5 SepTDA (L=12) Boosting Unknown-number Speaker Separation with Transformer Decoder-based Attractor 24.00 2024-01-23 -
6 Separate And Diffuse Separate And Diffuse: Using a Pretrained Diffusion Model for Improving Source Separation 23.90 2023-01-25 -
7 TF-Locoformer (M) TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement 23.60 2024-08-06 📦 merlresearch/tf-locoformer
8 TF-Locoformer (S) + DM TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement 22.80 2024-08-06 📦 merlresearch/tf-locoformer
9 MossFormer (L) + DM MossFormer: Pushing the Performance Limit of Monaural Speech Separation using Gated Single-Head Transformer with Convolution-Augmented Joint Self-Attentions 22.80 2023-02-23 📦 modelscope/ClearerVoice-Studio 📦 alibabasglab/mossformer
10 SepMamba + DM (M) SepMamba: State-space models for speaker separation using Mamba 22.70 2024-10-28 📦 andrasschin/SepMamba

All Papers (36)