Speech Enhancement on VoiceBank + DEMAND

Metric: Para. (M) (higher is better)

LeaderboardDataset

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#	Model↕	Para. (M)▼	Extra Data	Paper	Date↕	Code
1	ROSE-CD(PESQ)	65	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
2	ROSE-CD	65	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
3	ROSE	36.98	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
4	PESQetarian	30	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-
5	Mamba-SEUNet L (+PCS)	6.28	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
6	xLSTM-SENet2	2.27	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
7	MP-SENet	2.26	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
8	SEMamba (+PCS)	2.25	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
9	ZipEnhancer (S, \lamba_6 = 0)	2.04	No	-	-	-
10	ZipEnhancer (S, \lamba_6 = 0.2)	2.04	No	-	-	-
11	MetricGAN-OKD	1.89	No	-	-	Code
12	PrimeK-Net	1.41	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
13	MANNER-S + MV-AT (8.1GF)	1.38	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
14	D2Former	0.86	No	Monaural Speech Enhancement with Complex Convolu...	2021-02-03	Code
15	MetricGAN-OKD (Causal Arch.)	0.82	No	-	-	Code
16	FSPEN	0.079	No	-	-	Code
17	Dense-TSNet	0.014	No	Dense-TSNet: Dense Connected Two-Stage Structure...	2024-09-18	-

#1ROSE-CD(PESQ)SOTA
65
Para. (M)· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#2ROSE-CD
65
Para. (M)· 2025-07-08
Robust One-step Speech Enhancement via Consistency Distillation Code
#3ROSESOTA
36.98
Para. (M)· 2023-12-11
ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning Code
#4PESQetarian
30
Para. (M)· 2024-06-05
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement
#5Mamba-SEUNet L (+PCS)
6.28
Para. (M)· 2024-12-21
Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement Code
#6xLSTM-SENet2
2.27
Para. (M)· 2025-01-10
xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement Code
#7MP-SENetSOTA
2.26
Para. (M)· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#8SEMamba (+PCS)
2.25
Para. (M)· 2024-05-10
An Investigation of Incorporating Mamba for Speech Enhancement Code
#9ZipEnhancer (S, \lamba_6 = 0)
2.04
Para. (M)
No paper
#10ZipEnhancer (S, \lamba_6 = 0.2)
2.04
Para. (M)
No paper
#11MetricGAN-OKD
1.89
Para. (M)
No paperCode
#12PrimeK-Net
1.41
Para. (M)· 2025-02-27
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Code
#13MANNER-S + MV-AT (8.1GF)SOTA
1.38
Para. (M)· 2022-08-22
Multi-View Attention Transfer for Efficient Speech Enhancement
#14D2FormerSOTA
0.86
Para. (M)· 2021-02-03
Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency Losses Code
#15MetricGAN-OKD (Causal Arch.)
0.82
Para. (M)
No paperCode
#16FSPEN
0.079
Para. (M)
No paperCode
#17Dense-TSNet
0.014
Para. (M)· 2024-09-18
Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement