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SotA/Audio/Speech Enhancement/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▼Extra DataPaperDate↕Code
1ZipEnhancer (M)3.81No---
2TF-Locoformer (M)3.72NoTF-Locoformer: Transformer with Local Modeling b...2024-08-06Code
3ZipEnhancer (S)3.69No---
4MambAttention3.671NoMambAttention: Mamba with Multi-Head Attention f...2025-07-01Code
5MP-SENet3.62NoExplicit Estimation of Magnitude and Phase Spect...2023-08-17Code
6xLSTM-SENet3.588NoMambAttention: Mamba with Multi-Head Attention f...2025-07-01Code
7BSRNN-S + MRSD3.53NoHigh Fidelity Speech Enhancement with Band-split...2022-12-01Code
8BSRNN-16k3.45NoHigh Fidelity Speech Enhancement with Band-split...2022-12-01Code
9MFNET3.43NoA Mask Free Neural Network for Monaural Speech E...2023-06-07Code
10BSRNN-S3.42NoHigh Fidelity Speech Enhancement with Band-split...2022-12-01Code
11BSRNN3.32NoHigh Fidelity Speech Enhancement with Band-split...2022-12-01Code
12CleanUNet-23.262NoCleanUNet 2: A Hybrid Speech Denoising Model on ...2023-09-12-
13FRCRN3.23NoMonaural Speech Enhancement with Complex Convolu...2021-02-03Code
14FullSubNet+3.218NoFullSubNet+: Channel Attention FullSubNet with C...2022-03-23Code
15CleanUNet3.146NoSpeech Denoising in the Waveform Domain with Sel...2022-02-15Code
16aTENNuate2.98NoaTENNuate: Optimized Real-time Speech Enhancemen...2024-09-05-
17Sudo rm -rf (U=32)2.95NoRemixIT: Continual self-training of speech enhan...2022-02-17Code
18DCTCRN-P2.82No---
19DCTCRN-T2.82No---
20DCCRN-E2.79No---
21PoCoNet2.7885NoPoCoNet: Better Speech Enhancement with Frequenc...2020-08-11-
22FullSubNet2.777NoFullSubNet: A Full-Band and Sub-Band Fusion Mode...2020-10-29Code
23DCTCRN-S2.77No---
24RNN-Modulation2.75NoA Modulation-Domain Loss for Neural-Network-base...2021-02-15Code
25Conv-TasNet-SNR2.73NoExploring the Best Loss Function for DNN-Based L...2020-08-20-
26Sudo rm-rf (U=8)2.69NoContinual self-training with bootstrapped remixi...2021-10-19Code
27Proposed (0.35)2.65NoWeighted Speech Distortion Losses for Neural-net...2020-02-12Code
28RemixIT (w Sudo U=32)2.6YesContinual self-training with bootstrapped remixi...2021-10-19Code
29RemixIT (w Sudo U=32)2.34YesRemixIT: Continual self-training of speech enhan...2022-02-17Code
30Noisy1.58No---