WaveGlow

E200567

WaveGlow is a flow-based generative neural network model for fast, high-quality text-to-speech audio synthesis.

All labels observed (2)

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Statements (48)

Predicate Object
instanceOf autoregressive-free vocoder
deep learning model
flow-based generative model
neural network model
speech synthesis system
text-to-speech model
advantageOverAutoregressiveModels lower inference latency
parallel sampling
architectureComponent series of flow steps
upsampling network for conditioning
audioQuality near state-of-the-art at time of publication
basedOn Glow
WaveNet
codeRepository GitHub
comparedWith ClariNet
Parallel WaveNet
WaveNet
designedTo enable real-time TTS
replace autoregressive vocoders
developedBy NVIDIA Corporation
surface form: NVIDIA
distributionAssumption simple prior distribution on latent space
domain audio generation
speech processing
framework PyTorch
input mel-spectrograms
introducedAt 2018
language Python
output time-domain audio waveform
paperTitle WaveGlow self-linksurface differs
surface form: WaveGlow: A Flow-based Generative Network for Speech Synthesis
probabilityModel exact likelihood model
property fast parallel audio generation
fully convolutional architecture
high-quality speech synthesis
single-network architecture
publisher NVIDIA Corporation
surface form: NVIDIA
releasedAs open source
supports GPU acceleration
task neural vocoding
text-to-speech synthesis
trainingDataType paired text and speech corpora
trainingObjective log-likelihood maximization
maximum likelihood
usedFor neural TTS systems
speech synthesis research
voice assistants
uses affine coupling layers
invertible 1x1 convolutions
normalizing flows

How these facts were elicited

Referenced by (3)

Full triples — surface form annotated when it differs from this entity's canonical label.

WaveNet ledTo WaveGlow
WaveGlow paperTitle WaveGlow self-linksurface differs
this entity surface form: WaveGlow: A Flow-based Generative Network for Speech Synthesis
Parallel WaveNet relatedTo WaveGlow