Phase-aware Single-stage Speech Denoising and Dereverberation with U-Net

In this work, we tackle a denoising and dereverberation problem with a single-stage framework. Although denoising and dereverberation may be considered two separate challenging tasks, and thus, two modules are typically required for each task, we show that a single deep network can be shared to solve the two problems... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Speech Enhancement Deep Noise Suppression (DNS) Challenge Non-Real-Time MultiScale+ SI-SDR 16.22 # 2
PESQ 3.01 # 4
Speech Enhancement WHAMR! Non-Real-Time MultiScale+ SI-SDR 5.33 # 1
PESQ 1.52 # 3
Speech Dereverberation WHAMR! Non-Real-Time MultiScale+ SI-SDR 10.4 # 1
PESQ 3.16 # 1

Methods used in the Paper