Speech Enhancement on VoiceBank + DEMAND

Metric: COVL (higher is better)

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#	Model↕	COVL▼	Extra Data	Paper	Date↕	Code
1	Mamba-SEUNet L (+PCS)	4.4	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
2	SEMamba (+PCS)	4.37	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
3	ZipEnhancer (S, \lamba_6 = 0)	4.36	No	-	-	-
4	PrimeK-Net	4.35	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
5	ZipEnhancer (S, \lamba_6 = 0.2)	4.35	No	-	-	-
6	MP-SENet	4.34	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
7	ROSE-CD(PESQ)	4.3	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
8	xLSTM-SENet2	4.27	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
9	SCP-CMGAN	4.25	No	SCP-GAN: Self-Correcting Discriminator Optimizat...	2022-10-26	-
10	PCS_CS_WAVLM	4.2	No	-	-	-
11	CMGAN	4.12	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code
12	ROSE-CD	4.04	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
13	aTENNuate	3.96	No	aTENNuate: Optimized Real-time Speech Enhancemen...	2024-09-05	-
14	PCS	3.92	No	Perceptual Contrast Stretching on Target Feature...	2022-03-31	Code
15	D²Net	3.92	No	-	-	-
16	MANNER	3.91	No	MANNER: Multi-view Attention Network for Noise E...	2022-03-04	Code
17	BSSE-SE	3.88	No	Boosting Self-Supervised Embeddings for Speech E...	2022-04-07	Code
18	Dense-TSNet	3.86	No	Dense-TSNet: Dense Connected Two-Stage Structure...	2024-09-18	-
19	PERL-AE	3.83	Yes	Perceptual Loss based Speech Denoising with an e...	2020-10-22	Code
20	MANNER-S + MV-AT (8.1GF)	3.82	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
21	DeepFilterNet3	3.77	No	DeepFilterNet: Perceptually Motivated Real-Time ...	2023-05-14	Code
22	MetricGAN-OKD	3.73	No	-	-	Code
23	RDL-Net 3.91M (Deep Xi - MMSE-LSA)	3.72	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
24	ROSE	3.72	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
25	PFPL	3.67	No	Improving Perceptual Quality by Phone-Fortified ...	2020-10-28	Code
26	RDL-Net 3.91M (Deep Xi - SRWF)	3.67	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
27	MetricGAN+	3.64	No	MetricGAN+: An Improved Version of MetricGAN for...	2021-04-08	Code
28	MetricGAN-OKD (Causal Arch.)	3.64	No	-	-	Code
29	DEMUCS (H=64, S=2 ,U =2)	3.63	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
30	RDL-Net 1.87M (Deep Xi - MMSE-LSA)	3.62	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
31	RDL-Net 1.87M (Deep Xi - SRWF)	3.56	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
32	Causal DEMUCS (H=48,S=4, U =4)	3.52	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
33	PESQetarian	3.5	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-
34	MetricGAN	3.42	No	MetricGAN: Generative Adversarial Networks based...	2019-05-13	Code
35	DCT	3.29	No	-	-	Code

#1Mamba-SEUNet L (+PCS)SOTA
4.4
COVL· 2024-12-21
Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement Code
#2SEMamba (+PCS)SOTA
4.37
COVL· 2024-05-10
An Investigation of Incorporating Mamba for Speech Enhancement Code
#3ZipEnhancer (S, \lamba_6 = 0)
4.36
COVL
No paper
#4PrimeK-Net
4.35
COVL· 2025-02-27
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Code
#5ZipEnhancer (S, \lamba_6 = 0.2)
4.35
COVL
No paper
#6MP-SENetSOTA
4.34
COVL· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#7ROSE-CD(PESQ)
4.3
COVL· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#8xLSTM-SENet2
4.27
COVL· 2025-01-10
xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement Code
#9SCP-CMGANSOTA
4.25
COVL· 2022-10-26
SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks
#10PCS_CS_WAVLM
4.2
COVL
No paper
#11CMGANSOTA
4.12
COVL· 2022-09-22
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Code
#12ROSE-CD
4.04
COVL· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#13aTENNuate
3.96
COVL· 2024-09-05
aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio
#14PCSSOTA
3.92
COVL· 2022-03-31
Perceptual Contrast Stretching on Target Feature for Speech Enhancement Code
#15D²Net
3.92
COVL
No paper
#16MANNERSOTA
3.91
COVL· 2022-03-04
MANNER: Multi-view Attention Network for Noise Erasure Code
#17BSSE-SE
3.88
COVL· 2022-04-07
Boosting Self-Supervised Embeddings for Speech Enhancement Code
#18Dense-TSNet
3.86
COVL· 2024-09-18
Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement
#19PERL-AESOTA
3.83
COVL· Extra Data· 2020-10-22
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models Code
#20MANNER-S + MV-AT (8.1GF)
3.82
COVL· 2022-08-22
Multi-View Attention Transfer for Efficient Speech Enhancement
#21DeepFilterNet3
3.77
COVL· 2023-05-14
DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement Code
#22MetricGAN-OKD
3.73
COVL
No paperCode
#23RDL-Net 3.91M (Deep Xi - MMSE-LSA)SOTA
3.72
COVL· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#24ROSE
3.72
COVL· 2023-12-11
ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning Code
#25PFPL
3.67
COVL· 2020-10-28
Improving Perceptual Quality by Phone-Fortified Perceptual Loss using Wasserstein Distance for Speech Enhancement Code
#26RDL-Net 3.91M (Deep Xi - SRWF)
3.67
COVL· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#27MetricGAN+
3.64
COVL· 2021-04-08
MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement Code
#28MetricGAN-OKD (Causal Arch.)
3.64
COVL
No paperCode
#29DEMUCS (H=64, S=2 ,U =2)
3.63
COVL· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#30RDL-Net 1.87M (Deep Xi - MMSE-LSA)
3.62
COVL· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#31RDL-Net 1.87M (Deep Xi - SRWF)
3.56
COVL· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#32Causal DEMUCS (H=48,S=4, U =4)
3.52
COVL· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#33PESQetarian
3.5
COVL· 2024-06-05
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement
#34MetricGANSOTA
3.42
COVL· 2019-05-13
MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement Code
#35DCT
3.29
COVL
No paperCode