SOTAVerified

Speech Separation

The task of extracting all overlapping speech sources in a given mixed speech signal refers to the Speech Separation. Speech Separation is a special scenario of source separation problem, where the focus is only on the overlapping speech signal sources and other interferences such as music or noise signals are not the main concern of the study. A recent representative Github project can be referred to ClearerVoice-Studio.

Source: A Unified Framework for Speech Separation

Image credit: Speech Separation of A Target Speaker Based on Deep Neural Networks

Papers

Showing 151200 of 359 papers

TitleStatusHype
Parrotron: An End-to-End Speech-to-Speech Conversion Model and its Applications to Hearing-Impaired Speech and Speech Separation0
Passive Underwater Acoustic Signal Separation based on Feature Decoupling Dual-path Network0
X-TaSNet: Robust and Accurate Time-Domain Speaker Extraction Network0
A Comparative Study of Modular and Joint Approaches for Speaker-Attributed ASR on Monaural Long-Form Audio0
A comprehensive study of speech separation: spectrogram vs waveform separation0
A Conformer-based ASR Frontend for Joint Acoustic Echo Cancellation, Speech Enhancement and Speech Separation0
Advances in Online Audio-Visual Meeting Transcription0
All-neural beamformer for continuous speech separation0
Sequential Multi-Frame Neural Beamforming for Speech Separation and Enhancement0
AmbiSep: Ambisonic-to-Ambisonic Reverberant Speech Separation Using Transformer Networks0
A Multi-Stage Triple-Path Method for Speech Separation in Noisy and Reverberant Environments0
An Adapter based Multi-label Pre-training for Speech Separation and Enhancement0
An Efficient Speech Separation Network Based on Recurrent Fusion Dilated Convolution and Channel Attention0
An End-to-end Architecture of Online Multi-channel Speech Separation0
An Experimental Review of Speaker Diarization methods with application to Two-Speaker Conversational Telephone Speech recordings0
A Single Speech Enhancement Model Unifying Dereverberation, Denoising, Speaker Counting, Separation, and Extraction0
A Survey of Deep Learning for Complex Speech Spectrograms0
Attractor-Based Speech Separation of Multiple Utterances by Unknown Number of Speakers0
AudioSlots: A slot-centric generative model for audio separation0
Audio-Visual Approach For Multimodal Concurrent Speaker Detection0
Audio-visual End-to-end Multi-channel Speech Separation, Dereverberation and Recognition0
Audio-visual Multi-channel Integration and Recognition of Overlapped Speech0
Audio-visual Multi-channel Recognition of Overlapped Speech0
Audio-visual multi-channel speech separation, dereverberation and recognition0
Audio-visual Recognition of Overlapped speech for the LRS2 dataset0
Audio-Visual Speech Enhancement and Separation by Utilizing Multi-Modal Self-Supervised Embeddings0
Audio-visual speech separation based on joint feature representation with cross-modal attention0
Audio-Visual Speech Separation Using Cross-Modal Correspondence Loss0
Audio-visual Speech Separation with Adversarially Disentangled Visual Representation0
Audio-Visual Target Speaker Enhancement on Multi-Talker Environment using Event-Driven Cameras0
A Unified Framework for Speech Separation0
BERT for Joint Multichannel Speech Dereverberation with Spatial-aware Tasks0
Block-Online Guided Source Separation0
Boosting Unknown-number Speaker Separation with Transformer Decoder-based Attractor0
Handling Trade-Offs in Speech Separation with Sparsely-Gated Mixture of Experts0
Building Corpora for Single-Channel Speech Separation Across Multiple Domains0
Causal Self-supervised Pretrained Frontend with Predictive Code for Speech Separation0
CHiME-6 Challenge:Tackling Multispeaker Speech Recognition for Unsegmented Recordings0
Coarse-to-Fine Recursive Speech Separation for Unknown Number of Speakers0
Cocktail Party Processing via Structured Prediction0
Configurable Privacy-Preserving Automatic Speech Recognition0
Continuous Speech Separation Using Speaker Inventory for Long Multi-talker Recording0
Continuous Speech Separation with Ad Hoc Microphone Arrays0
Continuous Speech Separation with Recurrent Selective Attention Network0
Continuous Streaming Multi-Talker ASR with Dual-path Transducers0
Conversational Speech Separation: an Evaluation Study for Streaming Applications0
Conv-NILM-Net, a causal and multi-appliance model for energy source separation0
Cross-Talk Reduction0
DCF-DS: Deep Cascade Fusion of Diarization and Separation for Speech Recognition under Realistic Single-Channel Conditions0
Deep Ad-hoc Beamforming Based on Speaker Extraction for Target-Dependent Speech Separation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TF-Locoformer (L) + DMSI-SDRi25.1Unverified
2SepReformer-LSI-SDRi25.1Unverified
3TF-Locoformer (M) + DMSI-SDRi24.6Unverified
4TF-Locoformer (L)SI-SDRi24.2Unverified
5MossFormer2 (L)SI-SDRi24.1Unverified
6SepTDA (L=12)SI-SDRi24Unverified
7Separate And DiffuseSI-SDRi23.9Unverified
8TF-Locoformer (M)SI-SDRi23.6Unverified
9MossFormer (L) + DMSI-SDRi22.8Unverified
10TF-Locoformer (S) + DMSI-SDRi22.8Unverified
#ModelMetricClaimedVerifiedStatus
1TF-Locoformer (M)SI-SDRi18.5Unverified
2TF-Locoformer (S)SI-SDRi17.4Unverified
3SepReformer-L + DMSI-SDRi17.1Unverified
4MossFormer2SI-SDRi17Unverified
5MossFormer (L) + DMSI-SDRi16.3Unverified
6TD-Conformer (XL) + DMSI-SDRi14.6Unverified
7Improved Sudo rm -rf (U=36)SI-SDRi13.5Unverified
8TD-Conformer (L) + DMSI-SDRi13.4Unverified
9WavesplitSI-SDRi13.2Unverified
10DPTNET - SRSSNSI-SDRi12.3Unverified
#ModelMetricClaimedVerifiedStatus
1MossFormer2 (w speed perturb)SI-SDRi22.2Unverified
2TF-Locoformer (M)SI-SDRi22.1Unverified
3MossFormer2 (w/o DM)SI-SDRi21.7Unverified
4Separate And DiffuseSI-SDRi21.5Unverified
5WHYVSI-SDRi17.5Unverified
6TDANet LargeSI-SDRi17.4Unverified
7TDANetSI-SDRi16.9Unverified
8Conv-Tasnet (Libri1Mix speech enhancement pre-trained)SI-SDRi14.1Unverified
9Conv-Tasnet (Libri1Mix speech enhancement multi-task)SI-SDRi13.7Unverified
10Conv-TasnetSI-SDRi13.2Unverified
#ModelMetricClaimedVerifiedStatus
1SepTDASI-SDRi23.7Unverified
2MossFormer2SI-SDRi22.2Unverified
3MossFormer (L) + DMSI-SDRi21.2Unverified
4Separate And DiffuseSI-SDRi20.9Unverified
5MossFormer (M) + DMSI-SDRi20.8Unverified
6SepItSI-SDRi20.1Unverified
7SepFormerSI-SDRi19.5Unverified
8SandglassetSI-SDRi17.1Unverified
9Gated DualPathRNNSI-SDRi16.85Unverified
#ModelMetricClaimedVerifiedStatus
1IIANetSI-SNRi16.4Unverified
2TDFNet-largeSI-SNRi15.8Unverified
3TDFNet (MHSA + Shared)SI-SNRi15Unverified
4RTFS-Net-12SI-SNRi14.9Unverified
5RTFS-Net-6SI-SNRi14.6Unverified
6CTCNetSI-SNRi14.3Unverified
7RTFS-Net-4SI-SNRi14.1Unverified
8TDFNet-smallSI-SNRi13.6Unverified
#ModelMetricClaimedVerifiedStatus
1SepReformer-L + DMSI-SDRi18.4Unverified
2MossFormer2SI-SDRi18.1Unverified
3MossFormer (L) + DMSI-SDRi17.3Unverified
4TDANet LargeSI-SDRi15.2Unverified
5TDANetSI-SDRi14.8Unverified
6WHYVSI-SDRi12.96Unverified
#ModelMetricClaimedVerifiedStatus
1SepTDASI-SDRi21Unverified
2Hungarian PITSI-SDRi13.22Unverified
3Conditional TasNetSI-SDRi11.7Unverified
4TasTasSI-SDRi11.14Unverified
5Gated DualPathRNNSI-SDRi10.56Unverified
6Multi-Decoder DPRNNSI-SDRi5.9Unverified
#ModelMetricClaimedVerifiedStatus
1IIANetSI-SNRi18.3Unverified
2RTFS-Net-12SI-SNRi17.5Unverified
3CTCNetSI-SNRi17.4Unverified
4RTFS-Net-6SI-SNRi16.9Unverified
5RTFS-Net-4SI-SNRi15.5Unverified
#ModelMetricClaimedVerifiedStatus
1IIANetSI-SNRi14Unverified
2RTFS-Net-12SI-SNRi12.4Unverified
3CTCNetSI-SNRi11.9Unverified
4RTFS-Net-6SI-SNRi11.8Unverified
5RTFS-Net-4SI-SNRi11.5Unverified
#ModelMetricClaimedVerifiedStatus
1SepTDASI-SDRi22Unverified
2Gated DualPathRNNSI-SDRi12.88Unverified
3Conditional TasNetSI-SDRi12.5Unverified
4OR-PITSI-SDRi10.2Unverified
5Multi-Decoder DPRNNSI-SDRi9.3Unverified
#ModelMetricClaimedVerifiedStatus
1Separate And DiffuseSI-SDRi14.2Unverified
2SepItSI-SDRi13.7Unverified
3OCDSI-SDRi13.4Unverified
4Hungarian PITSI-SDRi12.72Unverified
#ModelMetricClaimedVerifiedStatus
1Separate And DiffuseSI-SDRi9Unverified
2SepItSI-SDRi8.2Unverified
3Hungarian PITSI-SDRi7.78Unverified
#ModelMetricClaimedVerifiedStatus
1SDR9.6Unverified
2Audio-Visual concat-refSDR8.05Unverified
#ModelMetricClaimedVerifiedStatus
1Separate And DiffuseSI-SDRi5.2Unverified
2Hungarian PITSI-SDRi4.26Unverified
#ModelMetricClaimedVerifiedStatus
1Conformer (base)0S5.6Unverified
2Conformer (large)0S5.4Unverified
#ModelMetricClaimedVerifiedStatus
1Hungarian PITSI-SDRi5.66Unverified
#ModelMetricClaimedVerifiedStatus
1Audio-Visual concat-refSDR10.55Unverified
#ModelMetricClaimedVerifiedStatus
1MossFormer2SI-SDRi20.5Unverified