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 471–480 of 1249 papers

Title	Date	Tasks	Status
AV-Flow: Transforming Text to Audio-Visual Human-like Interactions	Feb 18, 2025	Speech Synthesis	—Unverified
Fast Spectrogram Inversion using Multi-head Convolutional Neural Networks	Aug 20, 2018	speech-recognitionSpeech Recognition	—Unverified
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification	Apr 19, 2020	Speaker VerificationSpeech Synthesis	—Unverified
Accurate synthesis of Dysarthric Speech for ASR data augmentation	Aug 16, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Diff-TTSG: Denoising probabilistic integrated speech and gesture synthesis	Jun 15, 2023	DenoisingSpeech Synthesis	—Unverified
Diff-TTS: A Denoising Diffusion Model for Text-to-Speech	Apr 3, 2021	DenoisingGPU	—Unverified
Few Shot Adaptive Normalization Driven Multi-Speaker Speech Synthesis	Dec 14, 2020	Cultural Vocal Bursts Intensity PredictionSpeech Synthesis	—Unverified
An Expert System for Automatic Reading of A Text Written in Standard Arabic	May 8, 2014	Speech Synthesistext-to-speech	—Unverified
Fine-grained Noise Control for Multispeaker Speech Synthesis	Apr 11, 2022	Expressive Speech SynthesisSpeech Synthesis	—Unverified
An Experimental Study: Assessing the Combined Framework of WavLM and BEST-RQ for Text-to-Speech Synthesis	Dec 8, 2023	BenchmarkingQuantization	—Unverified

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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