Browse > Speech > Speech Enhancement

Speech Enhancement

12 papers with code · Speech

Speech enhancement is the task of taking a noisy speech input and producing an enhanced speech output.

State-of-the-art leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Greatest papers with code

Building state-of-the-art distant speech recognition using the CHiME-4 challenge with a setup of speech enhancement baseline

27 Mar 2018kaldi-asr/kaldi

This paper describes a new baseline system for automatic speech recognition (ASR) in the CHiME-4 challenge to promote the development of noisy ASR in speech processing communities by providing 1) state-of-the-art system with a simplified single system comparable to the complicated top systems in the challenge, 2) publicly available and reproducible recipe through the main repository in the Kaldi speech recognition toolkit.

DISTANT SPEECH RECOGNITION LANGUAGE MODELLING NOISY SPEECH RECOGNITION SPEECH ENHANCEMENT

SEGAN: Speech Enhancement Generative Adversarial Network

28 Mar 2017santi-pdp/segan

In contrast to current techniques, we operate at the waveform level, training the model end-to-end, and incorporate 28 speakers and 40 different noise conditions into the same model, such that model parameters are shared across them.

SPEECH ENHANCEMENT

VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking

11 Oct 2018mindslab-ai/voicefilter

In this paper, we present a novel system that separates the voice of a target speaker from multi-speaker signals, by making use of a reference signal from the target speaker.

SPEAKER RECOGNITION SPEAKER SEPARATION SPEECH ENHANCEMENT SPEECH RECOGNITION

Whispered-to-voiced Alaryngeal Speech Conversion with Generative Adversarial Networks

31 Aug 2018santi-pdp/segan_pytorch

Most methods of voice restoration for patients suffering from aphonia either produce whispered or monotone speech.

SPEECH ENHANCEMENT

Language and Noise Transfer in Speech Enhancement Generative Adversarial Network

18 Dec 2017santi-pdp/segan_pytorch

In this work, we present the results of adapting a speech enhancement generative adversarial network by finetuning the generator with small amounts of data.

SPEECH ENHANCEMENT

Contaminated speech training methods for robust DNN-HMM distant speech recognition

10 Oct 2017mravanelli/pySpeechRev

Despite the significant progress made in the last years, state-of-the-art speech recognition technologies provide a satisfactory performance only in the close-talking condition.

DISTANT SPEECH RECOGNITION SPEECH ENHANCEMENT

Investigating Generative Adversarial Networks based Speech Dereverberation for Robust Speech Recognition

27 Mar 2018wangkenpu/rsrgan

First, we study the effectiveness of different dereverberation networks (the generator in GAN) and find that LSTM leads a significant improvement as compared with feed-forward DNN and CNN in our dataset.

ROBUST SPEECH RECOGNITION SPEECH ENHANCEMENT

Improved Speech Enhancement with the Wave-U-Net

27 Nov 2018craigmacartney/Wave-U-Net-For-Speech-Enhancement

We study the use of the Wave-U-Net architecture for speech enhancement, a model introduced by Stoller et al for the separation of music vocals and accompaniment.

SPEECH ENHANCEMENT SPEECH RECOGNITION

Unpaired Speech Enhancement by Acoustic and Adversarial Supervision for Speech Recognition

6 Nov 2018gmkim90/AAS_enhancement

Many speech enhancement methods try to learn the relationship between noisy and clean speech, obtained using an acoustic room simulator.

SPEECH ENHANCEMENT SPEECH RECOGNITION

Face Landmark-based Speaker-Independent Audio-Visual Speech Enhancement in Multi-Talker Environments

6 Nov 2018dr-pato/audio_visual_speech_enhancement

In this paper, we address the problem of enhancing the speech of a speaker of interest in a cocktail party scenario when visual information of the speaker of interest is available.

SPEECH ENHANCEMENT