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 991–1000 of 1249 papers

Title	Date	Tasks	Status
A Preliminary Study on Mandarin-Hakka neural machine translation using small-sized data	Nov 1, 2022	Machine TranslationSpeech Synthesis	—Unverified
A Regression Model of Recurrent Deep Neural Networks for Noise Robust Estimation of the Fundamental Frequency Contour of Speech	May 8, 2018	Language IdentificationSpeech Synthesis	—Unverified
A Review of Deep Learning Techniques for Speech Processing	Apr 30, 2023	Automatic Speech RecognitionDeep Learning	—Unverified
A Robotic Agent in a Virtual Environment that Performs Situated Incremental Understanding of Navigational Utterances	Aug 1, 2013	Language ModellingSpeech Recognition	—Unverified
Articulatory-WaveNet: Autoregressive Model For Acoustic-to-Articulatory Inversion	Jun 22, 2020	Speech Synthesis	—Unverified
ArVoice: A Multi-Speaker Dataset for Arabic Speech Synthesis	May 26, 2025	DeepFake DetectionFace Swapping	—Unverified
ASR-based Features for Emotion Recognition: A Transfer Learning Approach	May 23, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Assessing Evaluation Metrics for Speech-to-Speech Translation	Oct 26, 2021	Machine TranslationOpen-Ended Question Answering	—Unverified
AS-Speech: Adaptive Style For Speech Synthesis	Sep 9, 2024	RhythmSpeech Synthesis	—Unverified
A Streamwise GAN Vocoder for Wideband Speech Coding at Very Low Bit Rate	Aug 9, 2021	Speech Synthesis	—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