Speech Enhancement on VoiceBank + DEMAND

Metric: CSIG (higher is better)

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#	Model↕	CSIG▼	Extra Data	Paper	Date↕	Code
1	Mamba-SEUNet L (+PCS)	4.82	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
2	ZipEnhancer (S, \lamba_6 = 0)	4.81	No	-	-	-
3	PrimeK-Net	4.81	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
4	ZipEnhancer (S, \lamba_6 = 0.2)	4.81	No	-	-	-
5	MP-SENet	4.81	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
6	SEMamba (+PCS)	4.79	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
7	xLSTM-SENet2	4.78	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
8	PCS_CS_WAVLM	4.75	No	-	-	-
9	SCP-CMGAN	4.75	No	SCP-GAN: Self-Correcting Discriminator Optimizat...	2022-10-26	-
10	ROSE-CD(PESQ)	4.63	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
11	CMGAN	4.63	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code
12	D²Net	4.63	No	-	-	-
13	aTENNuate	4.57	No	aTENNuate: Optimized Real-time Speech Enhancemen...	2024-09-05	-
14	MANNER	4.53	No	MANNER: Multi-view Attention Network for Noise E...	2022-03-04	Code
15	ROSE-CD	4.523	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
16	BSSE-SE	4.52	No	Boosting Self-Supervised Embeddings for Speech E...	2022-04-07	Code
17	Dense-TSNet	4.51	No	Dense-TSNet: Dense Connected Two-Stage Structure...	2024-09-18	-
18	ROSE	4.47	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
19	MANNER-S + MV-AT (8.1GF)	4.45	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
20	PCS	4.43	No	Perceptual Contrast Stretching on Target Feature...	2022-03-31	Code
21	PERL-AE	4.43	Yes	Perceptual Loss based Speech Denoising with an e...	2020-10-22	Code
22	RDL-Net 3.91M (Deep Xi - MMSE-LSA)	4.38	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
23	RDL-Net 3.91M (Deep Xi - SRWF)	4.36	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
24	DeepFilterNet3	4.34	No	DeepFilterNet: Perceptually Motivated Real-Time ...	2023-05-14	Code
25	DEMUCS (H=64, S=2 ,U =2)	4.31	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
26	RDL-Net 1.87M (Deep Xi - MMSE-LSA)	4.29	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
27	RDL-Net 1.87M (Deep Xi - SRWF)	4.27	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
28	MetricGAN-OKD	4.23	No	-	-	Code
29	Causal DEMUCS (H=48,S=4, U =4)	4.22	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
30	PFPL	4.18	No	Improving Perceptual Quality by Phone-Fortified ...	2020-10-28	Code
31	MetricGAN-OKD (Causal Arch.)	4.17	No	-	-	Code
32	MetricGAN+	4.14	No	MetricGAN+: An Improved Version of MetricGAN for...	2021-04-08	Code
33	MetricGAN	3.99	No	MetricGAN: Generative Adversarial Networks based...	2019-05-13	Code
34	DCT	3.9	No	-	-	Code
35	PESQetarian	3.63	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-

#1Mamba-SEUNet L (+PCS)SOTA
4.82
CSIG· 2024-12-21
Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement Code
#2ZipEnhancer (S, \lamba_6 = 0)
4.81
CSIG
No paper
#3PrimeK-Net
4.81
CSIG· 2025-02-27
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Code
#4ZipEnhancer (S, \lamba_6 = 0.2)
4.81
CSIG
No paper
#5MP-SENetSOTA
4.81
CSIG· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#6SEMamba (+PCS)
4.79
CSIG· 2024-05-10
An Investigation of Incorporating Mamba for Speech Enhancement Code
#7xLSTM-SENet2
4.78
CSIG· 2025-01-10
xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement Code
#8PCS_CS_WAVLM
4.75
CSIG
No paper
#9SCP-CMGANSOTA
4.75
CSIG· 2022-10-26
SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks
#10ROSE-CD(PESQ)
4.63
CSIG· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#11CMGANSOTA
4.63
CSIG· 2022-09-22
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Code
#12D²Net
4.63
CSIG
No paper
#13aTENNuate
4.57
CSIG· 2024-09-05
aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio
#14MANNERSOTA
4.53
CSIG· 2022-03-04
MANNER: Multi-view Attention Network for Noise Erasure Code
#15ROSE-CD
4.523
CSIG· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#16BSSE-SE
4.52
CSIG· 2022-04-07
Boosting Self-Supervised Embeddings for Speech Enhancement Code
#17Dense-TSNet
4.51
CSIG· 2024-09-18
Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement
#18ROSE
4.47
CSIG· 2023-12-11
ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning Code
#19MANNER-S + MV-AT (8.1GF)
4.45
CSIG· 2022-08-22
Multi-View Attention Transfer for Efficient Speech Enhancement
#20PCS
4.43
CSIG· 2022-03-31
Perceptual Contrast Stretching on Target Feature for Speech Enhancement Code
#21PERL-AESOTA
4.43
CSIG· Extra Data· 2020-10-22
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models Code
#22RDL-Net 3.91M (Deep Xi - MMSE-LSA)SOTA
4.38
CSIG· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#23RDL-Net 3.91M (Deep Xi - SRWF)
4.36
CSIG· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#24DeepFilterNet3
4.34
CSIG· 2023-05-14
DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement Code
#25DEMUCS (H=64, S=2 ,U =2)
4.31
CSIG· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#26RDL-Net 1.87M (Deep Xi - MMSE-LSA)
4.29
CSIG· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#27RDL-Net 1.87M (Deep Xi - SRWF)
4.27
CSIG· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#28MetricGAN-OKD
4.23
CSIG
No paperCode
#29Causal DEMUCS (H=48,S=4, U =4)
4.22
CSIG· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#30PFPL
4.18
CSIG· 2020-10-28
Improving Perceptual Quality by Phone-Fortified Perceptual Loss using Wasserstein Distance for Speech Enhancement Code
#31MetricGAN-OKD (Causal Arch.)
4.17
CSIG
No paperCode
#32MetricGAN+
4.14
CSIG· 2021-04-08
MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement Code
#33MetricGANSOTA
3.99
CSIG· 2019-05-13
MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement Code
#34DCT
3.9
CSIG
No paperCode
#35PESQetarian
3.63
CSIG· 2024-06-05
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement