Speech Enhancement on Deep Noise Suppression (DNS) Challenge

Metric: PESQ-NB (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	PESQ-NB▼	Extra Data	Paper	Date↕	Code
1	ZipEnhancer (M)	4.08	No	-	-	-
2	ZipEnhancer (S)	3.99	No	-	-	-
3	MP-SENet	3.92	No	Explicit Estimation of Magnitude and Phase Spect...	2023-08-17	Code
4	BSRNN-S + MRSD	3.89	No	High Fidelity Speech Enhancement with Band-split...	2022-12-01	Code
5	BSRNN-16k	3.87	No	High Fidelity Speech Enhancement with Band-split...	2022-12-01	Code
6	BSRNN-S + MGD	3.85	No	High Fidelity Speech Enhancement with Band-split...	2022-12-01	Code
7	BSRNN	3.79	No	High Fidelity Speech Enhancement with Band-split...	2022-12-01	Code
8	MFNET	3.74	No	A Mask Free Neural Network for Monaural Speech E...	2023-06-07	Code
9	FullSubNet+	3.666	No	FullSubNet+: Channel Attention FullSubNet with C...	2022-03-23	Code
10	CleanUNet-2	3.658	No	CleanUNet 2: A Hybrid Speech Denoising Model on ...	2023-09-12	-
11	CleanUNet	3.551	No	Speech Denoising in the Waveform Domain with Sel...	2022-02-15	Code
12	SN-Net	3.39	No	Interactive Speech and Noise Modeling for Speech...	2020-12-17	-
13	FullSubNet	3.305	No	FullSubNet: A Full-Band and Sub-Band Fusion Mode...	2020-10-29	Code
14	DCCRN-E-Aug	3.214	No	-	-	Code
15	DTLN	3.04	No	-	-	Code
16	DCCRN-E	3.04	No	-	-	Code
17	Non-Real-Time MultiScale+	3.01	No	Phase-aware Single-stage Speech Denoising and De...	2020-06-01	Code
18	Proposed (0.35)	2.65	No	Weighted Speech Distortion Losses for Neural-net...	2020-02-12	Code

#1ZipEnhancer (M)
4.08
PESQ-NB
No paper
#2ZipEnhancer (S)
3.99
PESQ-NB
No paper
#3MP-SENetSOTA
3.92
PESQ-NB· 2023-08-17
Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement Code
#4BSRNN-S + MRSDSOTA
3.89
PESQ-NB· 2022-12-01
High Fidelity Speech Enhancement with Band-split RNN Code
#5BSRNN-16k
3.87
PESQ-NB· 2022-12-01
High Fidelity Speech Enhancement with Band-split RNN Code
#6BSRNN-S + MGD
3.85
PESQ-NB· 2022-12-01
High Fidelity Speech Enhancement with Band-split RNN Code
#7BSRNN
3.79
PESQ-NB· 2022-12-01
High Fidelity Speech Enhancement with Band-split RNN Code
#8MFNET
3.74
PESQ-NB· 2023-06-07
A Mask Free Neural Network for Monaural Speech Enhancement Code
#9FullSubNet+SOTA
3.666
PESQ-NB· 2022-03-23
FullSubNet+: Channel Attention FullSubNet with Complex Spectrograms for Speech Enhancement Code
#10CleanUNet-2
3.658
PESQ-NB· 2023-09-12
CleanUNet 2: A Hybrid Speech Denoising Model on Waveform and Spectrogram
#11CleanUNetSOTA
3.551
PESQ-NB· 2022-02-15
Speech Denoising in the Waveform Domain with Self-Attention Code
#12SN-NetSOTA
3.39
PESQ-NB· 2020-12-17
Interactive Speech and Noise Modeling for Speech Enhancement
#13FullSubNetSOTA
3.305
PESQ-NB· 2020-10-29
FullSubNet: A Full-Band and Sub-Band Fusion Model for Real-Time Single-Channel Speech Enhancement Code
#14DCCRN-E-Aug
3.214
PESQ-NB
No paperCode
#15DTLN
3.04
PESQ-NB
No paperCode
#16DCCRN-E
3.04
PESQ-NB
No paperCode
#17Non-Real-Time MultiScale+SOTA
3.01
PESQ-NB· 2020-06-01
Phase-aware Single-stage Speech Denoising and Dereverberation with U-Net Code
#18Proposed (0.35)SOTA
2.65
PESQ-NB· 2020-02-12
Weighted Speech Distortion Losses for Neural-network-based Real-time Speech Enhancement Code