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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 976–1000 of 1249 papers

TitleStatusHype
Using generative modelling to produce varied intonation for speech synthesisCode0
MelNet: A Generative Model for Audio in the Frequency DomainCode0
Listening while Speaking and Visualizing: Improving ASR through Multimodal Chain—0
Neural Models of Text Normalization for Speech Applications—0
Permanent Magnetic Articulograph (PMA) vs Electromagnetic Articulograph (EMA) in Articulation-to-Speech Synthesis for Silent Speech Interface—0
Neural Text Normalization with Subword Units—0
Speaker Anonymization Using X-vector and Neural Waveform Models—0
Video-to-Video Translation for Visual Speech Synthesis—0
ET-GAN: Cross-Language Emotion Transfer Based on Cycle-Consistent Generative Adversarial Networks—0
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 Network—0
Speaker-Independent Speech-Driven Visual Speech Synthesis using Domain-Adapted Acoustic Models—0
Neural source-filter waveform models for statistical parametric speech synthesis—0
Latent Variable Algorithms for Multimodal Learning and Sensor Fusion—0
Unsupervised acoustic unit discovery for speech synthesis using discrete latent-variable neural networks—0
Spoof detection using time-delay shallow neural network and feature switchingCode0
Direct speech-to-speech translation with a sequence-to-sequence modelCode0
STC Antispoofing Systems for the ASVspoof2019 ChallengeCode0
A high quality and phonetic balanced speech corpus for Vietnamese—0
RawNet: Fast End-to-End Neural VocoderCode0
GELP: GAN-Excited Linear Prediction for Speech Synthesis from Mel-spectrogramCode0
Deep Learning the EEG Manifold for Phonological Categorization from Active Thoughts—0
SPEAK YOUR MIND! Towards Imagined Speech Recognition With Hierarchical Deep Learning—0
WaveCycleGAN2: Time-domain Neural Post-filter for Speech Waveform Generation—0
Multi-reference Tacotron by Intercross Training for Style Disentangling,Transfer and Control in Speech Synthesis—0
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All datasetsLibriTTSNorth American EnglishLJSpeechMandarin ChineseBlizzard Challenge 2013

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PeriodWave-Turbo-LPESQ4.45—Unverified
2BigVGAN-v2PESQ4.36—Unverified
3EVA-GAN-bigPESQ4.35—Unverified
4PeriodWave + FreeUPESQ4.25—Unverified
5RFWavePESQ4.23—Unverified
6BigVSAN (w/ snakebeta)PESQ4.12—Unverified
7BigVSANPESQ4.12—Unverified
8EVA-GAN-basePESQ4.03—Unverified
9BigVGANPESQ4.03—Unverified
10VocosPESQ3.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Tacotron 2Mean Opinion Score4.53—Unverified
2WaveNet (Linguistic)Mean Opinion Score4.34—Unverified
3WaveNet (L+F)Mean Opinion Score4.21—Unverified
4TacotronMean Opinion Score4—Unverified
5HMM-driven concatenativeMean Opinion Score3.86—Unverified
6LSTM-RNN parametricMean Opinion Score3.67—Unverified
7meansMean Opinion Score0—Unverified
#ModelMetricClaimedVerifiedStatus
1BDDM vocoderMean Opinion Score4.48—Unverified
2DiffWave LARGEMean Opinion Score4.44—Unverified
3Neural HMMMean Opinion Score3.24—Unverified
4Neural HMM Ablation with 1 state per phoneMean Opinion Score2.68—Unverified
#ModelMetricClaimedVerifiedStatus
1WaveNet (L+F)Mean Opinion Score4.08—Unverified
2LSTM-RNN parametricMean Opinion Score3.79—Unverified
3HMM-driven concatenativeMean Opinion Score3.47—Unverified
#ModelMetricClaimedVerifiedStatus
1SampleRNN (2-tier)NLL1.39—Unverified
2SampleRNN (3-tier)NLL1.39—Unverified