SOTAVerified

Speech Synthesis

Speech synthesis is the task of generating speech from some other modality like text, lip movements etc.

Please note that the leaderboards here are not really comparable between studies - as they use mean opinion score as a metric and collect different samples from Amazon Mechnical Turk.

( Image credit: WaveNet: A generative model for raw audio )

Papers

Showing 10011050 of 1249 papers

TitleStatusHype
Speech denoising by parametric resynthesis0
Joint training framework for text-to-speech and voice conversion using multi-source Tacotron and WaveNet0
Generative adversarial network-based glottal waveform model for statistical parametric speech synthesis0
Deep Text-to-Speech System with Seq2Seq Model0
The Virtual Doctor: An Interactive Artificial Intelligence based on Deep Learning for Non-Invasive Prediction of Diabetes0
Securing Voice-driven Interfaces against Fake (Cloned) Audio Attacks0
Learning latent representations for style control and transfer in end-to-end speech synthesisCode0
Bytes are All You Need: End-to-End Multilingual Speech Recognition and Synthesis with Bytes0
Effect of data reduction on sequence-to-sequence neural TTS0
AttS2S-VC: Sequence-to-Sequence Voice Conversion with Attention and Context Preservation Mechanisms0
ExcitNet vocoder: A neural excitation model for parametric speech synthesis systems0
Speaker-adaptive neural vocoders for parametric speech synthesis systems0
Robust and fine-grained prosody control of end-to-end speech synthesisCode0
Investigating context features hidden in End-to-End TTS0
End-to-End Feedback Loss in Speech Chain Framework via Straight-Through Estimator0
WaveGlow: A Flow-based Generative Network for Speech SynthesisCode0
How to make someone speak a language that they don't know.0
Disentangling Correlated Speaker and Noise for Speech Synthesis via Data Augmentation and Adversarial Factorization0
Waveform generation for text-to-speech synthesis using pitch-synchronous multi-scale generative adversarial networks0
Speaking style adaptation in Text-To-Speech synthesis using Sequence-to-sequence models with attention0
Investigation of enhanced Tacotron text-to-speech synthesis systems with self-attention for pitch accent languageCode0
Neural source-filter-based waveform model for statistical parametric speech synthesis0
Learning pronunciation from a foreign language in speech synthesis networksCode0
Hierarchical Generative Modeling for Controllable Speech SynthesisCode0
A Challenge Set and Methods for Noun-Verb Ambiguity0
WaveCycleGAN: Synthetic-to-natural speech waveform conversion using cycle-consistent adversarial networks0
Hindi-English Code-Switching Speech Corpus0
Self-Attention Linguistic-Acoustic Decoder0
Semi-Supervised Training for Improving Data Efficiency in End-to-End Speech Synthesis0
Multimodal speech synthesis architecture for unsupervised speaker adaptation0
Fast Spectrogram Inversion using Multi-head Convolutional Neural Networks0
Predicting Expressive Speaking Style From Text In End-To-End Speech Synthesis0
Investigating accuracy of pitch-accent annotations in neural network-based speech synthesis and denoising effects0
Indigenous language technologies in Canada: Assessment, challenges, and successes0
Scaling and bias codes for modeling speaker-adaptive DNN-based speech synthesis systems0
Wasserstein GAN and Waveform Loss-based Acoustic Model Training for Multi-speaker Text-to-Speech Synthesis Systems Using a WaveNet Vocoder0
Deep Encoder-Decoder Models for Unsupervised Learning of Controllable Speech Synthesis0
Analysing Shortcomings of Statistical Parametric Speech Synthesis0
Forward Attention in Sequence-to-sequence Acoustic Modelling for Speech Synthesis0
Syllabification by Phone Categorization0
An Analysis of the Effect of Emotional Speech Synthesis on Non-Task-Oriented Dialogue System0
EMPHASIS: An Emotional Phoneme-based Acoustic Model for Speech Synthesis System0
The Emotional Voices Database: Towards Controlling the Emotion Dimension in Voice Generation SystemsCode0
Multi-task WaveNet: A Multi-task Generative Model for Statistical Parametric Speech Synthesis without Fundamental Frequency Conditions0
A Variational Prosody Model for the decomposition and synthesis of speech prosodyCode0
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech SynthesisCode0
Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2SeqCode0
ASR-based Features for Emotion Recognition: A Transfer Learning Approach0
A Regression Model of Recurrent Deep Neural Networks for Noise Robust Estimation of the Fundamental Frequency Contour of Speech0
Improving homograph disambiguation with supervised machine learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PeriodWave-Turbo-LPESQ4.45Unverified
2BigVGAN-v2PESQ4.36Unverified
3EVA-GAN-bigPESQ4.35Unverified
4PeriodWave + FreeUPESQ4.25Unverified
5RFWavePESQ4.23Unverified
6BigVSAN (w/ snakebeta)PESQ4.12Unverified
7BigVSANPESQ4.12Unverified
8EVA-GAN-basePESQ4.03Unverified
9BigVGANPESQ4.03Unverified
10VocosPESQ3.7Unverified
#ModelMetricClaimedVerifiedStatus
1Tacotron 2Mean Opinion Score4.53Unverified
2WaveNet (Linguistic)Mean Opinion Score4.34Unverified
3WaveNet (L+F)Mean Opinion Score4.21Unverified
4TacotronMean Opinion Score4Unverified
5HMM-driven concatenativeMean Opinion Score3.86Unverified
6LSTM-RNN parametricMean Opinion Score3.67Unverified
7meansMean Opinion Score0Unverified
#ModelMetricClaimedVerifiedStatus
1BDDM vocoderMean Opinion Score4.48Unverified
2DiffWave LARGEMean Opinion Score4.44Unverified
3Neural HMMMean Opinion Score3.24Unverified
4Neural HMM Ablation with 1 state per phoneMean Opinion Score2.68Unverified
#ModelMetricClaimedVerifiedStatus
1WaveNet (L+F)Mean Opinion Score4.08Unverified
2LSTM-RNN parametricMean Opinion Score3.79Unverified
3HMM-driven concatenativeMean Opinion Score3.47Unverified
#ModelMetricClaimedVerifiedStatus
1SampleRNN (2-tier)NLL1.39Unverified
2SampleRNN (3-tier)NLL1.39Unverified