Speech Enhancement on VoiceBank + DEMAND

Metric: CBAK (higher is better)

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#	Model↕	CBAK▼	Extra Data	Paper	Date↕	Code
1	MP-SENet	3.99	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
2	PrimeK-Net	3.98	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
3	xLSTM-SENet2	3.98	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
4	ZipEnhancer (S, \lamba_6 = 0.2)	3.97	No	-	-	-
5	SCP-CMGAN	3.97	No	SCP-GAN: Self-Correcting Discriminator Optimizat...	2022-10-26	-
6	CMGAN	3.94	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code
7	ZipEnhancer (S, \lamba_6 = 0)	3.87	No	-	-	-
8	Mamba-SEUNet L (+PCS)	3.67	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
9	MANNER	3.65	No	MANNER: Multi-view Attention Network for Noise E...	2022-03-04	Code
10	SEMamba (+PCS)	3.63	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
11	DeepFilterNet3	3.61	No	DeepFilterNet: Perceptually Motivated Real-Time ...	2023-05-14	Code
12	MANNER-S + MV-AT (8.1GF)	3.61	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
13	PFPL	3.6	No	Improving Perceptual Quality by Phone-Fortified ...	2020-10-28	Code
14	BSSE-SE	3.58	No	Boosting Self-Supervised Embeddings for Speech E...	2022-04-07	Code
15	Dense-TSNet	3.58	No	Dense-TSNet: Dense Connected Two-Stage Structure...	2024-09-18	-
16	ROSE	3.56	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
17	PERL-AE	3.53	Yes	Perceptual Loss based Speech Denoising with an e...	2020-10-22	Code
18	PCS_CS_WAVLM	3.49	No	-	-	-
19	RDL-Net 3.91M (Deep Xi - MMSE-LSA)	3.43	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
20	DEMUCS (H=64, S=2 ,U =2)	3.4	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
21	ROSE-CD(PESQ)	3.37	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
22	RDL-Net 3.91M (Deep Xi - SRWF)	3.35	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
23	ROSE-CD	3.33	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
24	RDL-Net 1.87M (Deep Xi - MMSE-LSA)	3.32	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
25	DCT	3.29	No	-	-	Code
26	Causal DEMUCS (H=48,S=4, U =4)	3.25	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
27	RDL-Net 1.87M (Deep Xi - SRWF)	3.23	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
28	D²Net	3.18	No	-	-	-
29	MetricGAN	3.18	No	MetricGAN: Generative Adversarial Networks based...	2019-05-13	Code
30	MetricGAN+	3.16	No	MetricGAN+: An Improved Version of MetricGAN for...	2021-04-08	Code
31	MetricGAN-OKD (Causal Arch.)	3.13	No	-	-	Code
32	MetricGAN-OKD	3.07	No	-	-	Code
33	aTENNuate	2.85	No	aTENNuate: Optimized Real-time Speech Enhancemen...	2024-09-05	-
34	PESQetarian	2.49	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-

#1MP-SENetSOTA
3.99
CBAK· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#2PrimeK-Net
3.98
CBAK· 2025-02-27
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Code
#3xLSTM-SENet2
3.98
CBAK· 2025-01-10
xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement Code
#4ZipEnhancer (S, \lamba_6 = 0.2)
3.97
CBAK
No paper
#5SCP-CMGANSOTA
3.97
CBAK· 2022-10-26
SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks
#6CMGANSOTA
3.94
CBAK· 2022-09-22
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Code
#7ZipEnhancer (S, \lamba_6 = 0)
3.87
CBAK
No paper
#8Mamba-SEUNet L (+PCS)
3.67
CBAK· 2024-12-21
Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement Code
#9MANNERSOTA
3.65
CBAK· 2022-03-04
MANNER: Multi-view Attention Network for Noise Erasure Code
#10SEMamba (+PCS)
3.63
CBAK· 2024-05-10
An Investigation of Incorporating Mamba for Speech Enhancement Code
#11DeepFilterNet3
3.61
CBAK· 2023-05-14
DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement Code
#12MANNER-S + MV-AT (8.1GF)
3.61
CBAK· 2022-08-22
Multi-View Attention Transfer for Efficient Speech Enhancement
#13PFPLSOTA
3.6
CBAK· 2020-10-28
Improving Perceptual Quality by Phone-Fortified Perceptual Loss using Wasserstein Distance for Speech Enhancement Code
#14BSSE-SE
3.58
CBAK· 2022-04-07
Boosting Self-Supervised Embeddings for Speech Enhancement Code
#15Dense-TSNet
3.58
CBAK· 2024-09-18
Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement
#16ROSE
3.56
CBAK· 2023-12-11
ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning Code
#17PERL-AESOTA
3.53
CBAK· Extra Data· 2020-10-22
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models Code
#18PCS_CS_WAVLM
3.49
CBAK
No paper
#19RDL-Net 3.91M (Deep Xi - MMSE-LSA)SOTA
3.43
CBAK· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#20DEMUCS (H=64, S=2 ,U =2)
3.4
CBAK· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#21ROSE-CD(PESQ)
3.37
CBAK· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#22RDL-Net 3.91M (Deep Xi - SRWF)
3.35
CBAK· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#23ROSE-CD
3.33
CBAK· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#24RDL-Net 1.87M (Deep Xi - MMSE-LSA)
3.32
CBAK· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#25DCT
3.29
CBAK
No paperCode
#26Causal DEMUCS (H=48,S=4, U =4)
3.25
CBAK· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#27RDL-Net 1.87M (Deep Xi - SRWF)
3.23
CBAK· 2020-02-27
Deep Residual-Dense Lattice Network for Speech Enhancement Code
#28D²Net
3.18
CBAK
No paper
#29MetricGANSOTA
3.18
CBAK· 2019-05-13
MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement Code
#30MetricGAN+
3.16
CBAK· 2021-04-08
MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement Code
#31MetricGAN-OKD (Causal Arch.)
3.13
CBAK
No paperCode
#32MetricGAN-OKD
3.07
CBAK
No paperCode
#33aTENNuate
2.85
CBAK· 2024-09-05
aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio
#34PESQetarian
2.49
CBAK· 2024-06-05
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement