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 601650 of 1249 papers

TitleStatusHype
Controllable speech synthesis by learning discrete phoneme-level prosodic representations0
Contextual Expressive Text-to-Speech0
Efficient Incremental Text-to-Speech on GPUs0
PromptTTS: Controllable Text-to-Speech with Text DescriptionsCode0
LA-VocE: Low-SNR Audio-visual Speech Enhancement using Neural Vocoders0
Multi-Speaker Expressive Speech Synthesis via Multiple Factors Decoupling0
Grad-StyleSpeech: Any-speaker Adaptive Text-to-Speech Synthesis with Diffusion Models0
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning0
The Potential of Neural Speech Synthesis-based Data Augmentation for Personalized Speech Enhancement0
Semi-supervised learning for continuous emotional intensity controllable speech synthesis with disentangled representations0
Deliberation Networks and How to Train Them0
Self-Supervised Learning for Speech Enhancement through SynthesisCode0
Predicting phoneme-level prosody latents using AR and flow-based Prior Networks for expressive speech synthesis0
A Preliminary Study on Mandarin-Hakka neural machine translation using small-sized data0
Taiwanese-Accented Mandarin and English Multi-Speaker Talking-Face Synthesis System0
Technology Pipeline for Large Scale Cross-Lingual Dubbing of Lecture Videos into Multiple Indian Languages0
Development of Mandarin-English code-switching speech synthesis system0
Adapter-Based Extension of Multi-Speaker Text-to-Speech Model for New Speakers0
Learning utterance-level representations through token-level acoustic latents prediction for Expressive Speech Synthesis0
Towards Developing State-of-the-Art TTS Synthesisers for 13 Indian Languages with Signal Processing aided Alignments0
Period VITS: Variational Inference with Explicit Pitch Modeling for End-to-end Emotional Speech Synthesis0
Virtuoso: Massive Multilingual Speech-Text Joint Semi-Supervised Learning for Text-To-Speech0
Evaluating context-invariance in unsupervised speech representationsCode0
A Fast and Accurate Pitch Estimation Algorithm Based on the Pseudo Wigner-Ville DistributionCode0
RedPen: Region- and Reason-Annotated Dataset of Unnatural Speech0
Bloom Library: Multimodal Datasets in 300+ Languages for a Variety of Downstream Tasks0
Semi-Supervised Learning Based on Reference Model for Low-resource TTS0
A Data-Driven Investigation of Noise-Adaptive Utterance Generation with Linguistic Modification0
Simple and Effective Unsupervised Speech Translation0
Empirical Study Incorporating Linguistic Knowledge on Filled Pauses for Personalized Spontaneous Speech SynthesisCode0
Transformer-Based Speech Synthesizer Attribution in an Open Set Scenario0
An Overview of Affective Speech Synthesis and Conversion in the Deep Learning Era0
The Sound of Silence: Efficiency of First Digit Features in Synthetic Audio DetectionCode0
Fully Unsupervised Training of Few-shot Keyword Spotting0
Unsupervised Multi-scale Expressive Speaking Style Modeling with Hierarchical Context Information for Audiobook Speech Synthesis0
EPIC TTS Models: Empirical Pruning Investigations Characterizing Text-To-Speech Models0
Controllable Accented Text-to-Speech Synthesis0
An Initial study on Birdsong Re-synthesis Using Neural Vocoders0
AutoLV: Automatic Lecture Video Generator0
ConvNeXt Based Neural Network for Audio Anti-SpoofingCode0
Decoupled Pronunciation and Prosody Modeling in Meta-Learning-Based Multilingual Speech Synthesis0
Automated detection of pronunciation errors in non-native English speech employing deep learning0
Mlphon: A Multifunctional Grapheme-Phoneme Conversion Tool Using Finite State TransducersCode0
Lip-to-Speech Synthesis for Arbitrary Speakers in the Wild0
Audio Deepfake Attribution: An Initial Dataset and Investigation0
Speech Synthesis with Mixed Emotions0
A Study of Modeling Rising Intonation in Cantonese Neural Speech Synthesis0
SoundChoice: Grapheme-to-Phoneme Models with Semantic Disambiguation0
Transplantation of Conversational Speaking Style with Interjections in Sequence-to-Sequence Speech Synthesis0
Controllable Data Generation by Deep Learning: A Review0
Show:102550
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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