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 51100 of 1249 papers

TitleStatusHype
Speech Slytherin: Examining the Performance and Efficiency of Mamba for Speech Separation, Recognition, and SynthesisCode2
RFWave: Multi-band Rectified Flow for Audio Waveform ReconstructionCode2
Sample-Efficient Diffusion for Text-To-Speech SynthesisCode2
FunCodec: A Fundamental, Reproducible and Integrable Open-source Toolkit for Neural Speech CodecCode2
SSR-Speech: Towards Stable, Safe and Robust Zero-shot Text-based Speech Editing and SynthesisCode2
Conditional Diffusion Probabilistic Model for Speech EnhancementCode2
CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency ModelsCode2
RapFlow-TTS: Rapid and High-Fidelity Text-to-Speech with Improved Consistency Flow MatchingCode2
Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogramCode2
Neural Speech Synthesis with Transformer NetworkCode2
OpenOmni: Large Language Models Pivot Zero-shot Omnimodal Alignment across Language with Real-time Self-Aware Emotional Speech SynthesisCode2
P-Flow: A Fast and Data-Efficient Zero-Shot TTS through Speech PromptingCode2
BigVSAN: Enhancing GAN-based Neural Vocoders with Slicing Adversarial NetworkCode2
A Vector Quantized Approach for Text to Speech Synthesis on Real-World Spontaneous SpeechCode2
NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing SynthesizersCode2
LPCNet: Improving Neural Speech Synthesis Through Linear PredictionCode2
EmoKnob: Enhance Voice Cloning with Fine-Grained Emotion ControlCode2
NaturalSpeech: End-to-End Text to Speech Synthesis with Human-Level QualityCode2
LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPTCode2
Lina-Speech: Gated Linear Attention is a Fast and Parameter-Efficient Learner for text-to-speech synthesisCode2
Improving Opus Low Bit Rate Quality with Neural Speech SynthesisCode2
HiFTNet: A Fast High-Quality Neural Vocoder with Harmonic-plus-Noise Filter and Inverse Short Time Fourier TransformCode2
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier TransformCode2
GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-SpeechCode2
Generative Modeling for Low Dimensional Speech Attributes with Neural Spline FlowsCode2
BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech SynthesisCode2
A Real-Time Wideband Neural Vocoder at 1.6 kb/s Using LPCNetCode2
Generative Adversarial Training for Text-to-Speech Synthesis Based on Raw Phonetic Input and Explicit Prosody ModellingCode2
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech SynthesisCode2
Llama-VITS: Enhancing TTS Synthesis with Semantic AwarenessCode2
Effective Use of Variational Embedding Capacity in Expressive End-to-End Speech SynthesisCode1
EfficientNet-Absolute Zero for Continuous Speech Keyword SpottingCode1
FMFCC-A: A Challenging Mandarin Dataset for Synthetic Speech DetectionCode1
Effective Deep Learning Models for Automatic Diacritization of Arabic TextCode1
EdiTTS: Score-based Editing for Controllable Text-to-SpeechCode1
FonBund: A Library for Combining Cross-lingual Phonological Segment DataCode1
Dynamical Variational Autoencoders: A Comprehensive ReviewCode1
dMel: Speech Tokenization made SimpleCode1
Generative Expressive Conversational Speech SynthesisCode1
Fine-grained style control in Transformer-based Text-to-speech SynthesisCode1
Flowtron: an Autoregressive Flow-based Generative Network for Text-to-Speech SynthesisCode1
From Speaker Verification to Multispeaker Speech Synthesis, Deep Transfer with Feedback ConstraintCode1
Digital Voicing of Silent SpeechCode1
DiffWave: A Versatile Diffusion Model for Audio SynthesisCode1
Disentanglement in a GAN for Unconditional Speech SynthesisCode1
Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling SchemeCode1
Diffusion-Based Mel-Spectrogram Enhancement for Personalized Speech Synthesis with Found DataCode1
DiffV2S: Diffusion-based Video-to-Speech Synthesis with Vision-guided Speaker EmbeddingCode1
FCTalker: Fine and Coarse Grained Context Modeling for Expressive Conversational Speech SynthesisCode1
Developing multilingual speech synthesis system for Ojibwe, Mi'kmaq, and MaliseetCode1
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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