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	-