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 9511000 of 1249 papers

TitleStatusHype
Multi-Speaker End-to-End Speech Synthesis0
\'Evaluation objective de plongements pour la synth\`ese de parole guid\'ee par r\'eseaux de neurones (Objective evaluation of embeddings for speech synthesis guided by neural networks)0
Deep Residual Neural Networks for Audio Spoofing DetectionCode0
End-to-End Emotional Speech Synthesis Using Style Tokens and Semi-Supervised Training0
RUSLAN: Russian Spoken Language Corpus for Speech Synthesis0
A Unified Speaker Adaptation Method for Speech Synthesis using Transcribed and Untranscribed Speech with Backpropagation0
Towards Transfer Learning for End-to-End Speech Synthesis from Deep Pre-Trained Language Models0
Using generative modelling to produce varied intonation for speech synthesisCode0
Effective Use of Variational Embedding Capacity in Expressive End-to-End Speech SynthesisCode1
MelNet: A Generative Model for Audio in the Frequency DomainCode0
Listening while Speaking and Visualizing: Improving ASR through Multimodal Chain0
Neural Models of Text Normalization for Speech Applications0
Permanent Magnetic Articulograph (PMA) vs Electromagnetic Articulograph (EMA) in Articulation-to-Speech Synthesis for Silent Speech Interface0
Neural Text Normalization with Subword Units0
Speaker Anonymization Using X-vector and Neural Waveform Models0
Video-to-Video Translation for Visual Speech Synthesis0
ET-GAN: Cross-Language Emotion Transfer Based on Cycle-Consistent Generative Adversarial Networks0
FastSpeech: Fast, Robust and Controllable Text to SpeechCode2
Effective parameter estimation methods for an ExcitNet model in generative text-to-speech systemsCode0
CHiVE: Varying Prosody in Speech Synthesis with a Linguistically Driven Dynamic Hierarchical Conditional Variational Network0
Speaker-Independent Speech-Driven Visual Speech Synthesis using Domain-Adapted Acoustic Models0
Synthetic-Neuroscore: Using A Neuro-AI Interface for Evaluating Generative Adversarial NetworksCode1
Neural source-filter waveform models for statistical parametric speech synthesis0
Latent Variable Algorithms for Multimodal Learning and Sensor Fusion0
Spoof detection using time-delay shallow neural network and feature switchingCode0
Unsupervised acoustic unit discovery for speech synthesis using discrete latent-variable neural networks0
Direct speech-to-speech translation with a sequence-to-sequence modelCode0
A high quality and phonetic balanced speech corpus for Vietnamese0
STC Antispoofing Systems for the ASVspoof2019 ChallengeCode0
RawNet: Fast End-to-End Neural VocoderCode0
SPEAK YOUR MIND! Towards Imagined Speech Recognition With Hierarchical Deep Learning0
Deep Learning the EEG Manifold for Phonological Categorization from Active Thoughts0
GELP: GAN-Excited Linear Prediction for Speech Synthesis from Mel-spectrogramCode0
WaveCycleGAN2: Time-domain Neural Post-filter for Speech Waveform Generation0
Multi-reference Tacotron by Intercross Training for Style Disentangling,Transfer and Control in Speech Synthesis0
In Other News: A Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited DataCode1
Speech denoising by parametric resynthesis0
Joint training framework for text-to-speech and voice conversion using multi-source Tacotron and WaveNet0
A Real-Time Wideband Neural Vocoder at 1.6 kb/s Using LPCNetCode2
Visualization and Interpretation of Latent Spaces for Controlling Expressive Speech Synthesis through Audio AnalysisCode1
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
Exploring Transfer Learning for Low Resource Emotional TTSCode1
Learning latent representations for style control and transfer in end-to-end speech synthesisCode0
Learning pronunciation from a foreign language in speech synthesis networksCode1
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
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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