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: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic TokensCode11
CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-trainingCode11
CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language ModelsCode11
Mini-Omni: Language Models Can Hear, Talk While Thinking in StreamingCode7
Step-Audio-AQAA: a Fully End-to-End Expressive Large Audio Language ModelCode7
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
Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language ModelingCode5
Very Low Complexity Speech Synthesis Using Framewise Autoregressive GAN (FARGAN) with Pitch PredictionCode5
StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task LearningCode5
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language ModelsCode5
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
ZipVoice: Fast and High-Quality Zero-Shot Text-to-Speech with Flow MatchingCode4
Enhancing Suno's Bark Text-to-Speech Model: Addressing Limitations Through Meta's Encodec and Pre-Trained HubertCode4
MoonCast: High-Quality Zero-Shot Podcast GenerationCode3
Matcha-TTS: A fast TTS architecture with conditional flow matchingCode3
Towards Controllable Speech Synthesis in the Era of Large Language Models: A SurveyCode3
NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion ModelsCode3
BigVGAN: A Universal Neural Vocoder with Large-Scale TrainingCode3
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech SynthesisCode3
ControlSpeech: Towards Simultaneous and Independent Zero-shot Speaker Cloning and Zero-shot Language Style ControlCode3
HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech SynthesisCode3
Learning to Speak Fluently in a Foreign Language: Multilingual Speech Synthesis and Cross-Language Voice CloningCode3
UnivNet: A Neural Vocoder with Multi-Resolution Spectrogram Discriminators for High-Fidelity Waveform GenerationCode3
Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language ModelCode3
Real-Time Packet Loss Concealment With Mixed Generative and Predictive ModelCode3
FlashSpeech: Efficient Zero-Shot Speech SynthesisCode3
Neural Speech Synthesis on a Shoestring: Improving the Efficiency of LPCNetCode3
PeriodWave: Multi-Period Flow Matching for High-Fidelity Waveform GenerationCode3
End-to-end LPCNet: A Neural Vocoder With Fully-Differentiable LPC EstimationCode3
Accelerating High-Fidelity Waveform Generation via Adversarial Flow Matching OptimizationCode3
ProDiff: Progressive Fast Diffusion Model For High-Quality Text-to-SpeechCode3
NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing SynthesizersCode2
Conditional Diffusion Probabilistic Model for Speech EnhancementCode2
CoMoSpeech: One-Step Speech and Singing Voice Synthesis via Consistency ModelCode2
CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency ModelsCode2
PodAgent: A Comprehensive Framework for Podcast GenerationCode2
Llama-VITS: Enhancing TTS Synthesis with Semantic AwarenessCode2
LPCNet: Improving Neural Speech Synthesis Through Linear PredictionCode2
BigVSAN: Enhancing GAN-based Neural Vocoders with Slicing Adversarial NetworkCode2
A Vector Quantized Approach for Text to Speech Synthesis on Real-World Spontaneous SpeechCode2
BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech SynthesisCode2
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier TransformCode2
LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPTCode2
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech SynthesisCode2
HiFTNet: A Fast High-Quality Neural Vocoder with Harmonic-plus-Noise Filter and Inverse Short Time Fourier TransformCode2
Generative Modeling for Low Dimensional Speech Attributes with Neural Spline FlowsCode2
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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