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An overview of deep-learning-based audio-visual speech enhancement and separation
Speech enhancement and speech separation are two related tasks, whose purpose is to
extract either one or more target speech signals, respectively, from a mixture of sounds …
extract either one or more target speech signals, respectively, from a mixture of sounds …
ADL-MVDR: All deep learning MVDR beamformer for target speech separation
Speech separation algorithms are often used to separate the target speech from other
interfering sources. However, purely neural network based speech separation systems often …
interfering sources. However, purely neural network based speech separation systems often …
Audio-visual end-to-end multi-channel speech separation, dereverberation and recognition
Accurate recognition of cocktail party speech containing overlap** speakers, noise and
reverberation remains a highly challenging task to date. Motivated by the invariance of …
reverberation remains a highly challenging task to date. Motivated by the invariance of …
Adverb: Visually guided audio dereverberation
We present AdVerb, a novel audio-visual dereverberation framework that uses visual cues
in addition to the reverberant sound to estimate clean audio. Although audio-only …
in addition to the reverberant sound to estimate clean audio. Although audio-only …
Generalized spatio-temporal RNN beamformer for target speech separation
Although the conventional mask-based minimum variance distortionless response (MVDR)
could reduce the non-linear distortion, the residual noise level of the MVDR separated …
could reduce the non-linear distortion, the residual noise level of the MVDR separated …
Seeing through the conversation: Audio-visual speech separation based on diffusion model
The objective of this work is to extract the target speaker's voice from a mixture of voices
using visual cues. Existing works on audio-visual speech separation have demonstrated …
using visual cues. Existing works on audio-visual speech separation have demonstrated …
Learning audio-visual dereverberation
Reverberation not only degrades the quality of speech for human perception, but also
severely impacts the accuracy of automatic speech recognition. Prior work attempts to …
severely impacts the accuracy of automatic speech recognition. Prior work attempts to …