Speech Enhancement on VoiceBank + DEMAND

Metric: COVL (higher is better)

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#	Model↕	COVL▼	Extra Data	Paper	Date↕	Code
1	Mamba-SEUNet L (+PCS)	4.4	No	Mamba-SEUNet: Mamba UNet for Monaural Speech Enh...	2024-12-21	Code
2	SEMamba (+PCS)	4.37	No	An Investigation of Incorporating Mamba for Spee...	2024-05-10	Code
3	ZipEnhancer (S, \lamba_6 = 0)	4.36	No	-	-	-
4	PrimeK-Net	4.35	No	PrimeK-Net: Multi-scale Spectral Learning via Gr...	2025-02-27	Code
5	ZipEnhancer (S, \lamba_6 = 0.2)	4.35	No	-	-	-
6	MP-SENet	4.34	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
7	ROSE-CD(PESQ)	4.3	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
8	xLSTM-SENet2	4.27	No	xLSTM-SENet: xLSTM for Single-Channel Speech Enh...	2025-01-10	Code
9	SCP-CMGAN	4.25	No	SCP-GAN: Self-Correcting Discriminator Optimizat...	2022-10-26	-
10	PCS_CS_WAVLM	4.2	No	-	-	-
11	CMGAN	4.12	No	CMGAN: Conformer-Based Metric-GAN for Monaural S...	2022-09-22	Code
12	ROSE-CD	4.04	No	Robust One-step Speech Enhancement via Consisten...	2025-07-08	Code
13	aTENNuate	3.96	No	aTENNuate: Optimized Real-time Speech Enhancemen...	2024-09-05	-
14	PCS	3.92	No	Perceptual Contrast Stretching on Target Feature...	2022-03-31	Code
15	D²Net	3.92	No	-	-	-
16	MANNER	3.91	No	MANNER: Multi-view Attention Network for Noise E...	2022-03-04	Code
17	BSSE-SE	3.88	No	Boosting Self-Supervised Embeddings for Speech E...	2022-04-07	Code
18	Dense-TSNet	3.86	No	Dense-TSNet: Dense Connected Two-Stage Structure...	2024-09-18	-
19	PERL-AE	3.83	Yes	Perceptual Loss based Speech Denoising with an e...	2020-10-22	Code
20	MANNER-S + MV-AT (8.1GF)	3.82	No	Multi-View Attention Transfer for Efficient Spee...	2022-08-22	-
21	DeepFilterNet3	3.77	No	DeepFilterNet: Perceptually Motivated Real-Time ...	2023-05-14	Code
22	MetricGAN-OKD	3.73	No	-	-	Code
23	RDL-Net 3.91M (Deep Xi - MMSE-LSA)	3.72	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
24	ROSE	3.72	No	ROSE: A Recognition-Oriented Speech Enhancement ...	2023-12-11	Code
25	PFPL	3.67	No	Improving Perceptual Quality by Phone-Fortified ...	2020-10-28	Code
26	RDL-Net 3.91M (Deep Xi - SRWF)	3.67	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
27	MetricGAN+	3.64	No	MetricGAN+: An Improved Version of MetricGAN for...	2021-04-08	Code
28	MetricGAN-OKD (Causal Arch.)	3.64	No	-	-	Code
29	DEMUCS (H=64, S=2 ,U =2)	3.63	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
30	RDL-Net 1.87M (Deep Xi - MMSE-LSA)	3.62	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
31	RDL-Net 1.87M (Deep Xi - SRWF)	3.56	No	Deep Residual-Dense Lattice Network for Speech E...	2020-02-27	Code
32	Causal DEMUCS (H=48,S=4, U =4)	3.52	No	Real Time Speech Enhancement in the Waveform Dom...	2020-06-23	Code
33	PESQetarian	3.5	No	The PESQetarian: On the Relevance of Goodhart's ...	2024-06-05	-
34	MetricGAN	3.42	No	MetricGAN: Generative Adversarial Networks based...	2019-05-13	Code
35	DCT	3.29	No	-	-	Code