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 301350 of 359 papers

TitleStatusHype
Short-Term Memory Convolutions0
Should We Always Separate?: Switching Between Enhanced and Observed Signals for Overlapping Speech Recognition0
Simultaneous Denoising and Dereverberation Using Deep Embedding Features0
Simultaneous Speech Extraction for Multiple Target Speakers under the Meeting Scenarios0
Single-Channel Multi-talker Speech Recognition with Permutation Invariant Training0
Single-channel speech separation using Soft-minimum Permutation Invariant Training0
Single-Channel Speech Separation with Auxiliary Speaker Embeddings0
Single-Channel Target Speech Extraction Utilizing Distance and Room Clues0
Single-Microphone Speaker Separation and Voice Activity Detection in Noisy and Reverberant Environments0
SkiM: Skipping Memory LSTM for Low-Latency Real-Time Continuous Speech Separation0
Sound Signal Processing with Seq2Tree Network0
Sparsely Overlapped Speech Training in the Time Domain: Joint Learning of Target Speech Separation and Personal VAD Benefits0
Spatial and spectral deep attention fusion for multi-channel speech separation using deep embedding features0
Permutation Invariant Training of Deep Models for Speaker-Independent Multi-talker Speech SeparationCode0
Exploring Self-Attention Mechanisms for Speech SeparationCode0
Interrupted and cascaded permutation invariant training for speech separationCode0
Unsupervised Deep Clustering for Source Separation: Direct Learning from Mixtures using Spatial InformationCode0
Analysis of impact of emotions on target speech extraction and speech separationCode0
Deep attractor network for single-microphone speaker separationCode0
Beyond Speaker Identity: Text Guided Target Speech ExtractionCode0
An enhanced Conv-TasNet model for speech separation using a speaker distance-based loss functionCode0
EEND-SS: Joint End-to-End Neural Speaker Diarization and Speech Separation for Flexible Number of SpeakersCode0
REAL-M: Towards Speech Separation on Real MixturesCode0
Real-time Single-channel Dereverberation and Separation with Time-domainAudio Separation NetworkCode0
CSLNSpeech: solving extended speech separation problem with the help of Chinese sign languageCode0
Improving Voice Separation by Incorporating End-to-end Speech RecognitionCode0
Improved Speech Separation with Time-and-Frequency Cross-domain Joint Embedding and ClusteringCode0
A Multi-Phase Gammatone Filterbank for Speech Separation via TasNetCode0
Divide and Conquer: A Deep CASA Approach to Talker-independent Monaural Speaker SeparationCode0
Resource-Efficient Separation TransformerCode0
TasNet: time-domain audio separation network for real-time, single-channel speech separationCode0
Disentangling the Impacts of Language and Channel Variability on Speech Separation NetworksCode0
Speaker Extraction with Co-Speech Gestures CueCode0
Alternative Objective Functions for Deep ClusteringCode0
Onssen: an open-source speech separation and enhancement libraryCode0
Multi-talker Speech Separation with Utterance-level Permutation Invariant Training of Deep Recurrent Neural NetworksCode0
Two-Step Sound Source Separation: Training on Learned Latent TargetsCode0
WHAM!: Extending Speech Separation to Noisy EnvironmentsCode0
Multi-Decoder DPRNN: High Accuracy Source Counting and SeparationCode0
Deep Recurrent NMF for Speech Separation by Unfolding Iterative ThresholdingCode0
Identify Speakers in Cocktail Parties with End-to-End AttentionCode0
Deep learning for monaural speech separationCode0
Many-Speakers Single Channel Speech Separation with Optimal Permutation TrainingCode0
Semi-Supervised Monaural Singing Voice Separation With a Masking Network Trained on Synthetic MixturesCode0
Deep Karaoke: Extracting Vocals from Musical Mixtures Using a Convolutional Deep Neural NetworkCode0
Speech Separation with Pretrained Frontend to Minimize Domain MismatchCode0
Looking to Listen at the Cocktail Party: A Speaker-Independent Audio-Visual Model for Speech SeparationCode0
Filterbank design for end-to-end speech separationCode0
SPGM: Prioritizing Local Features for enhanced speech separation performanceCode0
Face Landmark-based Speaker-Independent Audio-Visual Speech Enhancement in Multi-Talker EnvironmentsCode0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SepReformer-LSI-SDRi25.1Unverified
2TF-Locoformer (L) + DMSI-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
9TF-Locoformer (S) + DMSI-SDRi22.8Unverified
10MossFormer (L) + 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