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 851–875 of 1249 papers

TitleStatusHype
Decoupled Pronunciation and Prosody Modeling in Meta-Learning-Based Multilingual Speech Synthesis—0
DeepA: A Deep Neural Analyzer For Speech And Singing Vocoding—0
Deep Denoising Auto-encoder for Statistical Speech Synthesis—0
Deep Encoder-Decoder Models for Unsupervised Learning of Controllable Speech Synthesis—0
Deep Feed-forward Sequential Memory Networks for Speech Synthesis—0
Toward a Web-based Speech Corpus for Algerian Dialectal Arabic Varieties—0
Towards Accurate Lip-to-Speech Synthesis in-the-Wild—0
Towards a practical lip-to-speech conversion system using deep neural networks and mobile application frontend—0
Towards Expressive Speaking Style Modelling with Hierarchical Context Information for Mandarin Speech Synthesis—0
Towards Flow-Matching-based TTS without Classifier-Free Guidance—0
Towards Fully Automatic Annotation of Audio Books for TTS—0
Towards Improving NAM-to-Speech Synthesis Intelligibility using Self-Supervised Speech Models—0
Towards Multilingual Conversations in the Medical Domain: Development of Multilingual Medical Data and A Network-based ASR System—0
Towards Multi-Scale Style Control for Expressive Speech Synthesis—0
Towards Natural Bilingual and Code-Switched Speech Synthesis Based on Mix of Monolingual Recordings and Cross-Lingual Voice Conversion—0
Towards Personalised Synthesised Voices for Individuals with Vocal Disabilities: Voice Banking and Reconstruction—0
Towards Robust Neural Vocoding for Speech Generation: A Survey—0
Towards Spontaneous Style Modeling with Semi-supervised Pre-training for Conversational Text-to-Speech Synthesis—0
Towards Transfer Learning for End-to-End Speech Synthesis from Deep Pre-Trained Language Models—0
Towards Universal Speech Discrete Tokens: A Case Study for ASR and TTS—0
Towards Zero-Shot Text-To-Speech for Arabic Dialects—0
Training Generative Adversarial Network-Based Vocoder with Limited Data Using Augmentation-Conditional Discriminator—0
Training Wake Word Detection with Synthesized Speech Data on Confusion Words—0
Trans-disciplinary spoken language processing studies for scientific understanding of second language learner's characteristics—0
Transferring neural speech waveform synthesizers to musical instrument sounds generation—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