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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 276–300 of 1249 papers

Title	Date	Tasks	Status	Score
Recurrent Quantum Neural Networks	Jun 25, 2020	BenchmarkingBIG-bench Machine Learning	CodeCode Available	5
Systematic Inequalities in Language Technology Performance across the World’s Languages	May 1, 2022	Dependency ParsingMachine Translation	CodeCode Available	5
Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq	May 25, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	5
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation	Dec 8, 2020	AttributeDisentanglement	CodeCode Available	5
Maximizing Mutual Information for Tacotron	Aug 30, 2019	AttributeSpeech Synthesis	CodeCode Available	5
MelNet: A Generative Model for Audio in the Frequency Domain	Jun 4, 2019	Audio GenerationMusic Generation	CodeCode Available	5
Mlphon: A Multifunctional Grapheme-Phoneme Conversion Tool Using Finite State Transducers	Sep 5, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	5
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM	May 24, 2023	Language ModellingQuestion Answering	CodeCode Available	5
Location-Relative Attention Mechanisms For Robust Long-Form Speech Synthesis	Oct 23, 2019	FormSpeech Synthesis	CodeCode Available	5
Bayesian Parameter-Efficient Fine-Tuning for Overcoming Catastrophic Forgetting	Feb 19, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Learning pronunciation from a foreign language in speech synthesis networks	Oct 22, 2018	Speech Synthesis	CodeCode Available	5
Language Technology Programme for Icelandic 2019-2023	Mar 20, 2020	Machine Translationspeech-recognition	CodeCode Available	5
A Variational Prosody Model for the decomposition and synthesis of speech prosody	Jun 22, 2018	Speech Synthesis	CodeCode Available	5
JSSS: free Japanese speech corpus for summarization and simplification	Oct 5, 2020	FormSpeech Synthesis	CodeCode Available	5
Jejueo Datasets for Machine Translation and Speech Synthesis	Nov 27, 2019	Machine TranslationSpeech Synthesis	CodeCode Available	5
JSUT corpus: free large-scale Japanese speech corpus for end-to-end speech synthesis	Oct 28, 2017	BIG-bench Machine LearningSpeech Synthesis	CodeCode Available	5
Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesis	Dec 25, 2024	Contrastive LearningSpeech Synthesis	CodeCode Available	5
Integrated Speech and Gesture Synthesis	Aug 25, 2021	Speech Synthesistext-to-speech	CodeCode Available	5
Investigation of enhanced Tacotron text-to-speech synthesis systems with self-attention for pitch accent language	Oct 29, 2018	Speech Synthesistext-to-speech	CodeCode Available	5
Improving Self-Supervised Learning-based MOS Prediction Networks	Apr 23, 2022	PredictionQuantization	CodeCode Available	5
Independent and automatic evaluation of acoustic-to-articulatory inversion models	Nov 15, 2019	speech-recognitionSpeech Recognition	CodeCode Available	5
Learning latent representations for style control and transfer in end-to-end speech synthesis	Dec 11, 2018	Speech SynthesisStyle Transfer	CodeCode Available	5
High Fidelity Speech Synthesis with Adversarial Networks	Sep 25, 2019	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	5
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency Generation	Mar 31, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Hierarchical Generative Modeling for Controllable Speech Synthesis	Oct 16, 2018	AttributeSpeech Synthesis	CodeCode Available	5

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All datasets LibriTTS North American English LJSpeech Mandarin Chinese Blizzard Challenge 2013

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PeriodWave-Turbo-L	PESQ	4.45	—	Unverified
2	BigVGAN-v2	PESQ	4.36	—	Unverified
3	EVA-GAN-big	PESQ	4.35	—	Unverified
4	PeriodWave + FreeU	PESQ	4.25	—	Unverified
5	RFWave	PESQ	4.23	—	Unverified
6	BigVSAN (w/ snakebeta)	PESQ	4.12	—	Unverified
7	BigVSAN	PESQ	4.12	—	Unverified
8	EVA-GAN-base	PESQ	4.03	—	Unverified
9	BigVGAN	PESQ	4.03	—	Unverified
10	Vocos	PESQ	3.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Tacotron 2	Mean Opinion Score	4.53	—	Unverified
2	WaveNet (Linguistic)	Mean Opinion Score	4.34	—	Unverified
3	WaveNet (L+F)	Mean Opinion Score	4.21	—	Unverified
4	Tacotron	Mean Opinion Score	4	—	Unverified
5	HMM-driven concatenative	Mean Opinion Score	3.86	—	Unverified
6	LSTM-RNN parametric	Mean Opinion Score	3.67	—	Unverified
7	means	Mean Opinion Score	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BDDM vocoder	Mean Opinion Score	4.48	—	Unverified
2	DiffWave LARGE	Mean Opinion Score	4.44	—	Unverified
3	Neural HMM	Mean Opinion Score	3.24	—	Unverified
4	Neural HMM Ablation with 1 state per phone	Mean Opinion Score	2.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WaveNet (L+F)	Mean Opinion Score	4.08	—	Unverified
2	LSTM-RNN parametric	Mean Opinion Score	3.79	—	Unverified
3	HMM-driven concatenative	Mean Opinion Score	3.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SampleRNN (2-tier)	NLL	1.39	—	Unverified
2	SampleRNN (3-tier)	NLL	1.39	—	Unverified