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 601–625 of 1249 papers

Title	Date	Tasks	Status	Hype
Applying Syntaxx2013Prosody Mapping Hypothesis and Prosodic Well-Formedness Constraints to Neural Sequence-to-Sequence Speech Synthesis	Mar 29, 2022	Speech Synthesistext-to-speech	—Unverified	0
Analysis of Voice Conversion and Code-Switching Synthesis Using VQ-VAE	Mar 28, 2022	Speech SynthesisVoice Conversion	—Unverified	0
BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech Synthesis	Mar 25, 2022	Image GenerationSpeech Synthesis	CodeCode Available	2
Towards Expressive Speaking Style Modelling with Hierarchical Context Information for Mandarin Speech Synthesis	Mar 23, 2022	Expressive Speech SynthesisKnowledge Distillation	—Unverified	0
A Text-to-Speech Pipeline, Evaluation Methodology, and Initial Fine-Tuning Results for Child Speech Synthesis	Mar 22, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Modeling speech recognition and synthesis simultaneously: Encoding and decoding lexical and sublexical semantic information into speech with no direct access to speech data	Mar 22, 2022	speech-recognitionSpeech Recognition	—Unverified	0
AutoTTS: End-to-End Text-to-Speech Synthesis through Differentiable Duration Modeling	Mar 21, 2022	DecoderSpeech Synthesis	—Unverified	0
ECAPA-TDNN for Multi-speaker Text-to-speech Synthesis	Mar 20, 2022	Speaker VerificationSpeech Synthesis	CodeCode Available	0
AdaVocoder: Adaptive Vocoder for Custom Voice	Mar 18, 2022	Speech SynthesisTransfer Learning	—Unverified	0
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing	Mar 18, 2022	Representation LearningSpeaker Verification	CodeCode Available	1
Robotic Speech Synthesis: Perspectives on Interactions, Scenarios, and Ethics	Mar 17, 2022	EthicsSpeech Synthesis	—Unverified	0
Whither the Priors for (Vocal) Interactivity?	Mar 16, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Text-free non-parallel many-to-many voice conversion using normalising flows	Mar 15, 2022	Normalising FlowsSpeech Synthesis	—Unverified	0
iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier Transform	Mar 4, 2022	Speech Synthesistext-to-speech	CodeCode Available	2
Generative Modeling for Low Dimensional Speech Attributes with Neural Spline Flows	Mar 3, 2022	Speech Synthesistext-to-speech	CodeCode Available	2
Speaker Adaption with Intuitive Prosodic Features for Statistical Parametric Speech Synthesis	Mar 2, 2022	Speech Synthesis	—Unverified	0
End-to-end LPCNet: A Neural Vocoder With Fully-Differentiable LPC Estimation	Feb 23, 2022	Speech Synthesis	CodeCode Available	3
Neural Speech Synthesis on a Shoestring: Improving the Efficiency of LPCNet	Feb 22, 2022	Speech Synthesis	CodeCode Available	3
Improving Cross-lingual Speech Synthesis with Triplet Training Scheme	Feb 22, 2022	Speech Synthesistext-to-speech	—Unverified	0
VCVTS: Multi-speaker Video-to-Speech synthesis via cross-modal knowledge transfer from voice conversion	Feb 18, 2022	QuantizationSpeech Synthesis	—Unverified	0
Voice Filter: Few-shot text-to-speech speaker adaptation using voice conversion as a post-processing module	Feb 16, 2022	Speech Synthesistext-to-speech	—Unverified	0
Unsupervised word-level prosody tagging for controllable speech synthesis	Feb 15, 2022	Speech Synthesistext-to-speech	—Unverified	0
Partially Fake Audio Detection by Self-attention-based Fake Span Discovery	Feb 14, 2022	Open-Ended Question AnsweringQuestion Answering	—Unverified	0
Deep Performer: Score-to-Audio Music Performance Synthesis	Feb 12, 2022	DecoderSpeech Synthesis	—Unverified	0
Conditional Diffusion Probabilistic Model for Speech Enhancement	Feb 10, 2022	modelSpeech Enhancement	CodeCode Available	2

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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