Speech Enhancement on VoiceBank + DEMAND

Metric: PESQ (wb) (higher is better)

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#	Model↕	PESQ (wb)▼	Extra Data	Paper	Date↕	Code
1	ROSE-CD(PESQ)	3.99	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
2	PESQetarian	3.82	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-
3	Mamba-SEUNet L (+PCS)	3.73	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
4	Schrödinger bridge (PESQ loss)	3.7	No	Investigating Training Objectives for Generative...	2024-09-16	Code
5	SEMamba (+PCS)	3.69	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
6	ZipEnhancer (S, \lamba_6 = 0)	3.63	No	-	-	-
7	PrimeK-Net	3.61	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
8	ZipEnhancer (S, \lamba_6 = 0.2)	3.61	No	-	-	-
9	MP-SENet	3.6	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
10	PCS_CS_WAVLM	3.54	No	-	-	-
11	xLSTM-SENet2	3.53	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
12	SCP-CMGAN	3.52	No	SCP-GAN: Self-Correcting Discriminator Optimizat...	2022-10-26	-
13	ROSE-CD	3.49	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
14	D2Former	3.43	No	Monaural Speech Enhancement with Complex Convolu...	2021-02-03	Code
15	CMGAN	3.41	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code
16	PCS	3.35	No	Perceptual Contrast Stretching on Target Feature...	2022-03-31	Code
17	D²Net	3.27	No	-	-	-
18	aTENNuate	3.27	No	aTENNuate: Optimized Real-time Speech Enhancemen...	2024-09-05	-
19	Centaurus (0.51M)	3.25	No	Let SSMs be ConvNets: State-space Modeling with ...	2025-01-22	-
20	MetricGAN-OKD	3.24	No	-	-	Code
21	MANNER	3.21	No	MANNER: Multi-view Attention Network for Noise E...	2022-03-04	Code
22	BSSE-SE	3.2	No	Boosting Self-Supervised Embeddings for Speech E...	2022-04-07	Code
23	DeepFilterNet3	3.17	No	DeepFilterNet: Perceptually Motivated Real-Time ...	2023-05-14	Code
24	PERL-AE	3.17	Yes	Perceptual Loss based Speech Denoising with an e...	2020-10-22	Code
25	PFPL	3.15	No	Improving Perceptual Quality by Phone-Fortified ...	2020-10-28	Code
26	MetricGAN+	3.15	No	MetricGAN+: An Improved Version of MetricGAN for...	2021-04-08	Code
27	MANNER-S + MV-AT (8.1GF)	3.12	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
28	MetricGAN-OKD (Causal Arch.)	3.12	No	-	-	Code
29	SGMSE+	3.11	No	An Analysis of the Variance of Diffusion-based S...	2024-02-01	-
30	DEMUCS (H=64, S=2 ,U =2)	3.07	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
31	Dense-TSNet	3.05	No	Dense-TSNet: Dense Connected Two-Stage Structure...	2024-09-18	-
32	RDL-Net 3.91M (Deep Xi - MMSE-LSA)	3.02	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
33	ROSE	3.01	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
34	FSPEN	2.97	No	-	-	Code
35	RDL-Net 3.91M (Deep Xi - SRWF)	2.94	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
36	RDL-Net 1.87M (Deep Xi - MMSE-LSA)	2.93	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
37	Causal DEMUCS (H=48,S=4, U =4)	2.93	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
38	SGMSE+ (Diffusion Model)	2.93	No	Speech Enhancement and Dereverberation with Diff...	2022-08-11	Code
39	MetricGAN	2.86	No	MetricGAN: Generative Adversarial Networks based...	2019-05-13	Code
40	RDL-Net 1.87M (Deep Xi - SRWF)	2.84	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
41	real-time-GRU	2.82	No	A Modulation-Domain Loss for Neural-Network-base...	2021-02-15	Code
42	DCT	2.7	No	-	-	Code

#1ROSE-CD(PESQ)SOTA
3.99
PESQ (wb)· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#2PESQetarianSOTA
3.82
PESQ (wb)· 2024-06-05
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement
#3Mamba-SEUNet L (+PCS)
3.73
PESQ (wb)· 2024-12-21
Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement Code
#4Schrödinger bridge (PESQ loss)
3.7
PESQ (wb)· 2024-09-16
Investigating Training Objectives for Generative Speech Enhancement Code
#5SEMamba (+PCS)SOTA
3.69
PESQ (wb)· 2024-05-10
An Investigation of Incorporating Mamba for Speech Enhancement Code
#6ZipEnhancer (S, \lamba_6 = 0)
3.63
PESQ (wb)
No paper
#7PrimeK-Net
3.61
PESQ (wb)· 2025-02-27
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Code
#8ZipEnhancer (S, \lamba_6 = 0.2)
3.61
PESQ (wb)
No paper
#9MP-SENetSOTA
3.6
PESQ (wb)· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#10PCS_CS_WAVLM
3.54
PESQ (wb)
No paper
#11xLSTM-SENet2
3.53
PESQ (wb)· 2025-01-10
xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement Code
#12SCP-CMGANSOTA
3.52
PESQ (wb)· 2022-10-26
SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks
#13ROSE-CD
3.49
PESQ (wb)· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#14D2FormerSOTA
3.43
PESQ (wb)· 2021-02-03
Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency Losses Code
#15CMGAN
3.41
PESQ (wb)· 2022-09-22
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Code
#16PCS
3.35
PESQ (wb)· 2022-03-31
Perceptual Contrast Stretching on Target Feature for Speech Enhancement Code
#17D²Net
3.27
PESQ (wb)
No paper
#18aTENNuate
3.27
PESQ (wb)· 2024-09-05
aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio
#19Centaurus (0.51M)
3.25
PESQ (wb)· 2025-01-22
Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions
#20MetricGAN-OKD
3.24
PESQ (wb)
No paperCode
#21MANNER
3.21
PESQ (wb)· 2022-03-04
MANNER: Multi-view Attention Network for Noise Erasure Code
#22BSSE-SE
3.2
PESQ (wb)· 2022-04-07
Boosting Self-Supervised Embeddings for Speech Enhancement Code
#23DeepFilterNet3
3.17
PESQ (wb)· 2023-05-14
DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement Code
#24PERL-AESOTA
3.17
PESQ (wb)· Extra Data· 2020-10-22
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models Code
#25PFPL
3.15
PESQ (wb)· 2020-10-28
Improving Perceptual Quality by Phone-Fortified Perceptual Loss using Wasserstein Distance for Speech Enhancement Code
#26MetricGAN+
3.15
PESQ (wb)· 2021-04-08
MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement Code
#27MANNER-S + MV-AT (8.1GF)
3.12
PESQ (wb)· 2022-08-22
Multi-View Attention Transfer for Efficient Speech Enhancement
#28MetricGAN-OKD (Causal Arch.)
3.12
PESQ (wb)
No paperCode
#29SGMSE+
3.11
PESQ (wb)· 2024-02-01
An Analysis of the Variance of Diffusion-based Speech Enhancement
#30DEMUCS (H=64, S=2 ,U =2)SOTA
3.07
PESQ (wb)· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#31Dense-TSNet
3.05
PESQ (wb)· 2024-09-18
Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement
#32RDL-Net 3.91M (Deep Xi - MMSE-LSA)SOTA
3.02
PESQ (wb)· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#33ROSE
3.01
PESQ (wb)· 2023-12-11
ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning Code
#34FSPEN
2.97
PESQ (wb)
No paperCode
#35RDL-Net 3.91M (Deep Xi - SRWF)
2.94
PESQ (wb)· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#36RDL-Net 1.87M (Deep Xi - MMSE-LSA)
2.93
PESQ (wb)· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#37Causal DEMUCS (H=48,S=4, U =4)
2.93
PESQ (wb)· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#38SGMSE+ (Diffusion Model)
2.93
PESQ (wb)· 2022-08-11
Speech Enhancement and Dereverberation with Diffusion-based Generative Models Code
#39MetricGANSOTA
2.86
PESQ (wb)· 2019-05-13
MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement Code
#40RDL-Net 1.87M (Deep Xi - SRWF)
2.84
PESQ (wb)· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#41real-time-GRU
2.82
PESQ (wb)· 2021-02-15
A Modulation-Domain Loss for Neural-Network-based Real-time Speech Enhancement Code
#42DCT
2.7
PESQ (wb)
No paperCode