Speech Enhancement on VoiceBank + DEMAND

Metric: STOI (higher is better)

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Results

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#	Model↕	STOI▼	Extra Data	Paper	Date↕	Code
1	ZipEnhancer (S, \lamba_6 = 0.2)	96.22	No	-	-	-
2	ZipEnhancer (S, \lamba_6 = 0)	96.19	No	-	-	-
3	Mamba-SEUNet L (+PCS)	96	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
4	SEMamba (+PCS)	96	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
5	PrimeK-Net	96	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
6	SCP-CMGAN	96	No	SCP-GAN: Self-Correcting Discriminator Optimizat...	2022-10-26	-
7	CMGAN	96	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code
8	D²Net	96	No	-	-	-
9	BSSE-SE	95.7	No	Boosting Self-Supervised Embeddings for Speech E...	2022-04-07	Code
10	PCS	95	No	Perceptual Contrast Stretching on Target Feature...	2022-03-31	Code
11	MANNER	95	No	MANNER: Multi-view Attention Network for Noise E...	2022-03-04	Code
12	MANNER-S + MV-AT (8.1GF)	95	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
13	DEMUCS (H=64, S=2 ,U =2)	95	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
14	ROSE	95	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
15	Causal DEMUCS (H=48,S=4, U =4)	95	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
16	ROSE-CD	94.73	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
17	ROSE-CD(PESQ)	92.6	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
18	MP-SENet	0.96	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
19	PCS_CS_WAVLM	0.96	No	-	-	-
20	xLSTM-SENet2	0.96	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
21	DeepFilterNet3	0.944	No	DeepFilterNet: Perceptually Motivated Real-Time ...	2023-05-14	Code
22	FSPEN	0.942	No	-	-	Code
23	PESQetarian	0.92	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-

#1ZipEnhancer (S, \lamba_6 = 0.2)
96.22
STOI
No paper
#2ZipEnhancer (S, \lamba_6 = 0)
96.19
STOI
No paper
#3Mamba-SEUNet L (+PCS)
96
STOI· 2024-12-21
Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement Code
#4SEMamba (+PCS)
96
STOI· 2024-05-10
An Investigation of Incorporating Mamba for Speech Enhancement Code
#5PrimeK-Net
96
STOI· 2025-02-27
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Code
#6SCP-CMGAN
96
STOI· 2022-10-26
SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks
#7CMGANSOTA
96
STOI· 2022-09-22
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Code
#8D²Net
96
STOI
No paper
#9BSSE-SESOTA
95.7
STOI· 2022-04-07
Boosting Self-Supervised Embeddings for Speech Enhancement Code
#10PCS
95
STOI· 2022-03-31
Perceptual Contrast Stretching on Target Feature for Speech Enhancement Code
#11MANNER
95
STOI· 2022-03-04
MANNER: Multi-view Attention Network for Noise Erasure Code
#12MANNER-S + MV-AT (8.1GF)
95
STOI· 2022-08-22
Multi-View Attention Transfer for Efficient Speech Enhancement
#13DEMUCS (H=64, S=2 ,U =2)SOTA
95
STOI· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#14ROSE
95
STOI· 2023-12-11
ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning Code
#15Causal DEMUCS (H=48,S=4, U =4)
95
STOI· 2020-06-23
Real Time Speech Enhancement in the Waveform Domain Code
#16ROSE-CD
94.73
STOI· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#17ROSE-CD(PESQ)
92.6
STOI· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#18MP-SENet
0.96
STOI· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#19PCS_CS_WAVLM
0.96
STOI
No paper
#20xLSTM-SENet2
0.96
STOI· 2025-01-10
xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement Code
#21DeepFilterNet3
0.944
STOI· 2023-05-14
DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement Code
#22FSPEN
0.942
STOI
No paperCode
#23PESQetarian
0.92
STOI· 2024-06-05
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement