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 731–740 of 1249 papers

Title	Date	Tasks	Status	Hype
RAD-TTS: Parallel Flow-Based TTS with Robust Alignment Learning and Diverse Synthesis	Jun 2, 2021	DiversityRhythm	CodeCode Available	1
Dual Script E2E framework for Multilingual and Code-Switching ASR	Jun 2, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
NVC-Net: End-to-End Adversarial Voice Conversion	Jun 2, 2021	GPUSpeech Synthesis	CodeCode Available	0
Byakto Speech: Real-time long speech synthesis with convolutional neural network: Transfer learning from English to Bangla	May 31, 2021	Deep Learningspeech-recognition	CodeCode Available	1
A Corpus of Neutral Voice Speech in Brazilian Portuguese	May 21, 2021	Speech Synthesistext-to-speech	—Unverified	0
Speaker disentanglement in video-to-speech conversion	May 20, 2021	DisentanglementSpeech Synthesis	CodeCode Available	0
Grad-TTS: A Diffusion Probabilistic Model for Text-to-Speech	May 13, 2021	DecoderSpeech Synthesis	CodeCode Available	1
Learning Robust Latent Representations for Controllable Speech Synthesis	May 10, 2021	Speech Synthesistext-to-speech	—Unverified	0
Towards a practical lip-to-speech conversion system using deep neural networks and mobile application frontend	Apr 29, 2021	Lip to Speech SynthesisSpeech Synthesis	—Unverified	0
End-to-End Video-To-Speech Synthesis using Generative Adversarial Networks	Apr 27, 2021	Lip ReadingSpeech Synthesis	—Unverified	0

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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