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 101150 of 359 papers

TitleStatusHype
DNN driven Speaker Independent Audio-Visual Mask Estimation for Speech Separation0
Dual-Path Modeling for Long Recording Speech Separation in Meetings0
A Comparative Study of Modular and Joint Approaches for Speaker-Attributed ASR on Monaural Long-Form Audio0
Universal Sound Separation0
Dynamic Slimmable Networks for Efficient Speech Separation0
EDSep: An Effective Diffusion-Based Method for Speech Source Separation0
EEG-informed attended speaker extraction from recorded speech mixtures with application in neuro-steered hearing prostheses0
A Survey of Deep Learning for Complex Speech Spectrograms0
Locate and Beamform: Two-dimensional Locating All-neural Beamformer for Multi-channel Speech Separation0
Effects of Dataset Sampling Rate for Noise Cancellation through Deep Learning0
Mask-Weighted Spatial Likelihood Coding for Speaker-Independent Joint Localization and Mask Estimation0
Efficient Transformer-based Speech Enhancement Using Long Frames and STFT Magnitudes0
BERT for Joint Multichannel Speech Dereverberation with Spatial-aware Tasks0
Endpoint Detection for Streaming End-to-End Multi-talker ASR0
An Experimental Review of Speaker Diarization methods with application to Two-Speaker Conversational Telephone Speech recordings0
End-to-End Integration of Speech Separation and Voice Activity Detection for Low-Latency Diarization of Telephone Conversations0
Discriminative Learning for Monaural Speech Separation Using Deep Embedding Features0
End-to-End Monaural Multi-speaker ASR System without Pretraining0
End-to-End Multi-Channel Speech Separation0
End-to-end Networks for Supervised Single-channel Speech Separation0
Discretization and Re-synthesis: an alternative method to solve the Cocktail Party Problem0
End-to-end training of time domain audio separation and recognition0
Enhanced Deep Speech Separation in Clustered Ad Hoc Distributed Microphone Environments0
Enhanced Neural Beamformer with Spatial Information for Target Speech Extraction0
AmbiSep: Ambisonic-to-Ambisonic Reverberant Speech Separation Using Transformer Networks0
Directed Speech Separation for Automatic Speech Recognition of Long Form Conversational Speech0
Diffusion-based Signal Refiner for Speech Separation0
Demystifying TasNet: A Dissecting Approach0
A Unified Framework for Speech Separation0
Learning-based Robust Speaker Counting and Separation with the Aid of Spatial Coherence0
Deep Variational Generative Models for Audio-visual Speech Separation0
Audio-Visual Target Speaker Enhancement on Multi-Talker Environment using Event-Driven Cameras0
Audio-visual Speech Separation with Adversarially Disentangled Visual Representation0
Deep neural network techniques for monaural speech enhancement: state of the art analysis0
A Conformer-based ASR Frontend for Joint Acoustic Echo Cancellation, Speech Enhancement and Speech Separation0
Investigation of Practical Aspects of Single Channel Speech Separation for ASR0
Deep neural network Based Low-latency Speech Separation with Asymmetric analysis-Synthesis Window Pair0
Deep Neural Mel-Subband Beamformer for In-car Speech Separation0
Audio-Visual Speech Separation Using Cross-Modal Correspondence Loss0
Deep Learning for Joint Acoustic Echo and Acoustic Howling Suppression in Hybrid Meetings0
An End-to-end Architecture of Online Multi-channel Speech Separation0
A comprehensive study of speech separation: spectrogram vs waveform separation0
Joint Tensor Factorization and Outlying Slab Suppression with Applications0
Leveraging Real Conversational Data for Multi-Channel Continuous Speech Separation0
Audio-visual speech separation based on joint feature representation with cross-modal attention0
Sequential Multi-Frame Neural Beamforming for Speech Separation and Enhancement0
Deep Clustering and Conventional Networks for Music Separation: Stronger Together0
Audio-Visual Speech Enhancement and Separation by Utilizing Multi-Modal Self-Supervised Embeddings0
An Efficient Speech Separation Network Based on Recurrent Fusion Dilated Convolution and Channel Attention0
Integration of speech separation, diarization, and recognition for multi-speaker meetings: System description, comparison, and analysis0
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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