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 150 of 1249 papers

TitleStatusHype
CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-trainingCode11
CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language ModelsCode11
CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic TokensCode11
Step-Audio-AQAA: a Fully End-to-End Expressive Large Audio Language ModelCode7
Mini-Omni: Language Models Can Hear, Talk While Thinking in StreamingCode7
Neural Codec Language Models are Zero-Shot Text to Speech SynthesizersCode7
Better speech synthesis through scalingCode6
ERNIE-SAT: Speech and Text Joint Pretraining for Cross-Lingual Multi-Speaker Text-to-SpeechCode6
PaddleSpeech: An Easy-to-Use All-in-One Speech ToolkitCode6
StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task LearningCode5
Very Low Complexity Speech Synthesis Using Framewise Autoregressive GAN (FARGAN) with Pitch PredictionCode5
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language ModelsCode5
Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language ModelingCode5
ZipVoice: Fast and High-Quality Zero-Shot Text-to-Speech with Flow MatchingCode4
Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech SynthesisCode4
Vocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesisCode4
Enhancing Suno's Bark Text-to-Speech Model: Addressing Limitations Through Meta's Encodec and Pre-Trained HubertCode4
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech SynthesisCode3
MoonCast: High-Quality Zero-Shot Podcast GenerationCode3
Towards Controllable Speech Synthesis in the Era of Large Language Models: A SurveyCode3
Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language ModelCode3
Accelerating High-Fidelity Waveform Generation via Adversarial Flow Matching OptimizationCode3
PeriodWave: Multi-Period Flow Matching for High-Fidelity Waveform GenerationCode3
ControlSpeech: Towards Simultaneous and Independent Zero-shot Speaker Cloning and Zero-shot Language Style ControlCode3
FlashSpeech: Efficient Zero-Shot Speech SynthesisCode3
NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion ModelsCode3
HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech SynthesisCode3
Matcha-TTS: A fast TTS architecture with conditional flow matchingCode3
ProDiff: Progressive Fast Diffusion Model For High-Quality Text-to-SpeechCode3
BigVGAN: A Universal Neural Vocoder with Large-Scale TrainingCode3
Real-Time Packet Loss Concealment With Mixed Generative and Predictive ModelCode3
End-to-end LPCNet: A Neural Vocoder With Fully-Differentiable LPC EstimationCode3
Neural Speech Synthesis on a Shoestring: Improving the Efficiency of LPCNetCode3
UnivNet: A Neural Vocoder with Multi-Resolution Spectrogram Discriminators for High-Fidelity Waveform GenerationCode3
Learning to Speak Fluently in a Foreign Language: Multilingual Speech Synthesis and Cross-Language Voice CloningCode3
RapFlow-TTS: Rapid and High-Fidelity Text-to-Speech with Improved Consistency Flow MatchingCode2
Efficient Speech Language Modeling via Energy Distance in Continuous Latent SpaceCode2
WaveFM: A High-Fidelity and Efficient Vocoder Based on Flow MatchingCode2
PodAgent: A Comprehensive Framework for Podcast GenerationCode2
OpenOmni: Large Language Models Pivot Zero-shot Omnimodal Alignment across Language with Real-time Self-Aware Emotional Speech SynthesisCode2
Lina-Speech: Gated Linear Attention is a Fast and Parameter-Efficient Learner for text-to-speech synthesisCode2
EmoKnob: Enhance Voice Cloning with Fine-Grained Emotion ControlCode2
SSR-Speech: Towards Stable, Safe and Robust Zero-shot Text-based Speech Editing and SynthesisCode2
Sample-Efficient Diffusion for Text-To-Speech SynthesisCode2
SpeechCraft: A Fine-grained Expressive Speech Dataset with Natural Language DescriptionCode2
Speech Slytherin: Examining the Performance and Efficiency of Mamba for Speech Separation, Recognition, and SynthesisCode2
DEX-TTS: Diffusion-based EXpressive Text-to-Speech with Style Modeling on Time VariabilityCode2
Small-E: Small Language Model with Linear Attention for Efficient Speech SynthesisCode2
Llama-VITS: Enhancing TTS Synthesis with Semantic AwarenessCode2
CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency ModelsCode2
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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