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 671–680 of 1249 papers

Title	Date	Tasks	Status
Self-supervised learning for robust voice cloning	Apr 7, 2022	Self-Supervised LearningSpeech Synthesis	—Unverified
SelfVC: Voice Conversion With Iterative Refinement using Self Transformations	Oct 14, 2023	Self-Supervised LearningSpeaker Verification	—Unverified
Semantics and Discourse Processing for Expressive TTS	Sep 1, 2015	Speech Synthesis	—Unverified
SE-MelGAN -- Speaker Agnostic Rapid Speech Enhancement	Jun 13, 2020	CPUGPU	—Unverified
Semi-Supervised Generative Modeling for Controllable Speech Synthesis	Oct 3, 2019	Speech Synthesistext-to-speech	—Unverified
Semi-Supervised Learning Based on Reference Model for Low-resource TTS	Oct 25, 2022	Speech Synthesistext-to-speech	—Unverified
Semi-supervised Learning for Multi-speaker Text-to-speech Synthesis Using Discrete Speech Representation	May 16, 2020	DecoderSpeech Synthesis	—Unverified
Semi-Supervised Training for Improving Data Efficiency in End-to-End Speech Synthesis	Aug 30, 2018	DecoderSpeech Synthesis	—Unverified
Sentiment Analysis for Emotional Speech Synthesis in a News Dialogue System	Dec 1, 2020	ArticlesEmotional Speech Synthesis	—Unverified
Sequence Modeling using Gated Recurrent Neural Networks	Jan 1, 2015	Machine TranslationSpeech 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