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 101–125 of 1249 papers

TitleStatusHype
FaceSpeak: Expressive and High-Quality Speech Synthesis from Human Portraits of Different Styles—0
CrossSpeech++: Cross-lingual Speech Synthesis with Decoupled Language and Speaker Generation—0
Stable-TTS: Stable Speaker-Adaptive Text-to-Speech Synthesis via Prosody Prompting—0
VoiceDiT: Dual-Condition Diffusion Transformer for Environment-Aware Speech Synthesis—0
Intra- and Inter-modal Context Interaction Modeling for Conversational Speech SynthesisCode0
MRI2Speech: Speech Synthesis from Articulatory Movements Recorded by Real-time MRI—0
Autoregressive Speech Synthesis with Next-Distribution Prediction—0
Incremental Disentanglement for Environment-Aware Zero-Shot Text-to-Speech Synthesis—0
Deep Speech Synthesis from Multimodal Articulatory Representations—0
ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis—0
Region-Based Optimization in Continual Learning for Audio Deepfake DetectionCode1
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens—0
AMuSeD: An Attentive Deep Neural Network for Multimodal Sarcasm Detection Incorporating Bi-modal Data Augmentation—0
CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language ModelsCode11
Multimodal Latent Language Modeling with Next-Token DiffusionCode0
Zero-Shot Mono-to-Binaural Speech Synthesis—0
Towards Controllable Speech Synthesis in the Era of Large Language Models: A SurveyCode3
Analytic Study of Text-Free Speech Synthesis for Raw Audio using a Self-Supervised Learning Model—0
Visatronic: A Multimodal Decoder-Only Model for Speech Synthesis—0
VQalAttent: a Transparent Speech Generation Pipeline based on Transformer-learned VQ-VAE Latent Space—0
SmoothCache: A Universal Inference Acceleration Technique for Diffusion TransformersCode1
Debatts: Zero-Shot Debating Text-to-Speech Synthesis—0
Complete reconstruction of the tongue contour through acoustic to articulatory inversion using real-time MRI data—0
Augmenting Polish Automatic Speech Recognition System With Synthetic Data—0
Lina-Speech: Gated Linear Attention is a Fast and Parameter-Efficient Learner for text-to-speech synthesisCode2
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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