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Speech Enhancement
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Deep Noise Suppression (DNS) Challenge
Speech Enhancement on Deep Noise Suppression (DNS) Challenge
Metric: PESQ-WB (higher is better)
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#
Model
↕
PESQ-WB
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Extra Data
Paper
Date
↕
Code
1
ZipEnhancer (M)
3.81
No
-
-
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2
TF-Locoformer (M)
3.72
No
TF-Locoformer: Transformer with Local Modeling b...
2024-08-06
Code
3
ZipEnhancer (S)
3.69
No
-
-
-
4
MambAttention
3.671
No
MambAttention: Mamba with Multi-Head Attention f...
2025-07-01
Code
5
MP-SENet
3.62
No
Explicit Estimation of Magnitude and Phase Spect...
2023-08-17
Code
6
xLSTM-SENet
3.588
No
MambAttention: Mamba with Multi-Head Attention f...
2025-07-01
Code
7
BSRNN-S + MRSD
3.53
No
High Fidelity Speech Enhancement with Band-split...
2022-12-01
Code
8
BSRNN-16k
3.45
No
High Fidelity Speech Enhancement with Band-split...
2022-12-01
Code
9
MFNET
3.43
No
A Mask Free Neural Network for Monaural Speech E...
2023-06-07
Code
10
BSRNN-S
3.42
No
High Fidelity Speech Enhancement with Band-split...
2022-12-01
Code
11
BSRNN
3.32
No
High Fidelity Speech Enhancement with Band-split...
2022-12-01
Code
12
CleanUNet-2
3.262
No
CleanUNet 2: A Hybrid Speech Denoising Model on ...
2023-09-12
-
13
FRCRN
3.23
No
Monaural Speech Enhancement with Complex Convolu...
2021-02-03
Code
14
FullSubNet+
3.218
No
FullSubNet+: Channel Attention FullSubNet with C...
2022-03-23
Code
15
CleanUNet
3.146
No
Speech Denoising in the Waveform Domain with Sel...
2022-02-15
Code
16
aTENNuate
2.98
No
aTENNuate: Optimized Real-time Speech Enhancemen...
2024-09-05
-
17
Sudo rm -rf (U=32)
2.95
No
RemixIT: Continual self-training of speech enhan...
2022-02-17
Code
18
DCTCRN-P
2.82
No
-
-
-
19
DCTCRN-T
2.82
No
-
-
-
20
DCCRN-E
2.79
No
-
-
-
21
PoCoNet
2.7885
No
PoCoNet: Better Speech Enhancement with Frequenc...
2020-08-11
-
22
FullSubNet
2.777
No
FullSubNet: A Full-Band and Sub-Band Fusion Mode...
2020-10-29
Code
23
DCTCRN-S
2.77
No
-
-
-
24
RNN-Modulation
2.75
No
A Modulation-Domain Loss for Neural-Network-base...
2021-02-15
Code
25
Conv-TasNet-SNR
2.73
No
Exploring the Best Loss Function for DNN-Based L...
2020-08-20
-
26
Sudo rm-rf (U=8)
2.69
No
Continual self-training with bootstrapped remixi...
2021-10-19
Code
27
Proposed (0.35)
2.65
No
Weighted Speech Distortion Losses for Neural-net...
2020-02-12
Code
28
RemixIT (w Sudo U=32)
2.6
Yes
Continual self-training with bootstrapped remixi...
2021-10-19
Code
29
RemixIT (w Sudo U=32)
2.34
Yes
RemixIT: Continual self-training of speech enhan...
2022-02-17
Code
30
Noisy
1.58
No
-
-
-