DNS Challenge

Deep Noise Suppression (DNS) Challenge - Interspeech 2020 This repository contains the datasets and scripts required for the DNS challenge. For more details about the challenge, please visit https://dns-challenge.azurewebsites.net/ and refer to our paper. Repo details: The datasets directory contains the clean speech a

Papers using DNS Challenge (14)

Beyond Noise Suppression: Dynamic Distortion Control Loss for Speech Enhancement and Robust Automatic Speech Recognition2026Unmixing the Crowd: Learning Mixture-to-Set Speaker Embeddings for Enrollment-Free Target Speech Extraction2026MAGE: A Coarse-to-Fine Speech Enhancer with Masked Generative Model2025LORT: Locally Refined Convolution and Taylor Transformer for Monaural Speech Enhancement2025A General Unfolding Speech Enhancement Method Motivated by Taylor's Theorem2022 · 2 citesEmbedding and Beamforming: All-neural Causal Beamformer for Multichannel Speech Enhancement2021 · 1 citesA Neural Beam Filter for Real-time Multi-channel Speech Enhancement2022 · 1 citesSpiking Structured State Space Model for Monaural Speech Enhancement2023 · 1 citesHarmonic gated compensation network plus for ICASSP 2022 DNS CHALLENGE2022FullSubNet+: Channel Attention FullSubNet with Complex Spectrograms for Speech Enhancement2022Exploring WavLM on Speech Enhancement2022A Refining Underlying Information Framework for Monaural Speech Enhancement2023Speech-Declipping Transformer with Complex Spectrogram and Learnerble Temporal Features2024Dynamic Gated Recurrent Neural Network for Compute-efficient Speech Enhancement2024