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SotA/Audio/Speech Enhancement/VoiceBank + DEMAND

Speech Enhancement on VoiceBank + DEMAND

Metric: STOI (higher is better)

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#Model↕STOI▼Extra DataPaperDate↕Code
1ZipEnhancer (S, \lamba_6 = 0.2)96.22No---
2ZipEnhancer (S, \lamba_6 = 0)96.19No---
3Mamba-SEUNet L (+PCS)96NoMamba-SEUNet: Mamba UNet for Monaural Speech Enh...2024-12-21Code
4SEMamba (+PCS)96NoAn Investigation of Incorporating Mamba for Spee...2024-05-10Code
5PrimeK-Net96NoPrimeK-Net: Multi-scale Spectral Learning via Gr...2025-02-27Code
6SCP-CMGAN96NoSCP-GAN: Self-Correcting Discriminator Optimizat...2022-10-26-
7CMGAN96NoCMGAN: Conformer-Based Metric-GAN for Monaural S...2022-09-22Code
8D²Net96No---
9BSSE-SE95.7NoBoosting Self-Supervised Embeddings for Speech E...2022-04-07Code
10PCS95NoPerceptual Contrast Stretching on Target Feature...2022-03-31Code
11MANNER95NoMANNER: Multi-view Attention Network for Noise E...2022-03-04Code
12MANNER-S + MV-AT (8.1GF)95NoMulti-View Attention Transfer for Efficient Spee...2022-08-22-
13DEMUCS (H=64, S=2 ,U =2)95NoReal Time Speech Enhancement in the Waveform Dom...2020-06-23Code
14ROSE95NoROSE: A Recognition-Oriented Speech Enhancement ...2023-12-11Code
15Causal DEMUCS (H=48,S=4, U =4)95NoReal Time Speech Enhancement in the Waveform Dom...2020-06-23Code
16ROSE-CD94.73NoRobust One-step Speech Enhancement via Consisten...2025-07-08Code
17ROSE-CD(PESQ)92.6NoRobust One-step Speech Enhancement via Consisten...2025-07-08Code
18MP-SENet0.96NoExplicit Estimation of Magnitude and Phase Spect...2023-08-17Code
19PCS_CS_WAVLM0.96No---
20xLSTM-SENet20.96NoxLSTM-SENet: xLSTM for Single-Channel Speech Enh...2025-01-10Code
21DeepFilterNet30.944NoDeepFilterNet: Perceptually Motivated Real-Time ...2023-05-14Code
22FSPEN0.942No--Code
23PESQetarian0.92NoThe PESQetarian: On the Relevance of Goodhart's ...2024-06-05-