SOTAVerified

Speech Denoising

Obtain the clean speech of the target speaker by suppressing the background noise. Recent representative github platform ClearerVoice-Studio

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 65 papers

TitleStatusHype
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech ProcessingCode3
VoiceFixer: A Unified Framework for High-Fidelity Speech RestorationCode3
CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementCode2
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech EnhancementCode2
Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency LossesCode2
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNetCode2
Speech Denoising in the Waveform Domain with Self-AttentionCode2
FRA-RIR: Fast Random Approximation of the Image-source MethodCode2
Listening to Sounds of Silence for Speech DenoisingCode1
Visual Speech Enhancement Without A Real Visual StreamCode1
WaveCRN: An Efficient Convolutional Recurrent Neural Network for End-to-end Speech EnhancementCode1
CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel PruningCode1
Miipher: A Robust Speech Restoration Model Integrating Self-Supervised Speech and Text RepresentationsCode1
Speech Denoising with Deep Feature LossesCode1
Speech Denoising Without Clean Training Data: A Noise2Noise ApproachCode1
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird SoundsCode1
Speech Denoising by Accumulating Per-Frequency Modeling FluctuationsCode1
A Modulation-Domain Loss for Neural-Network-based Real-time Speech EnhancementCode1
Self-Supervised Speech Denoising Using Only Noisy Audio SignalsCode1
Speech Denoising with Auditory ModelsCode1
Deep Speech Denoising with Vector Space Projections—0
Complexity Scaling for Speech Denoising—0
A Review of Multi-Objective Deep Learning Speech Denoising Methods—0
Learning robust speech representation with an articulatory-regularized variational autoencoder—0
Knowledge Distillation for Speech Denoising by Latent Representation Alignment with Cosine Distance—0
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All datasetsLRS2+VGGSoundLRS3+VGGSound

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CBAK2.41—Unverified
#ModelMetricClaimedVerifiedStatus
1CBAK2.47—Unverified