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 751–760 of 1249 papers

Title	Date	Tasks	Status
Prosody-TTS: An end-to-end speech synthesis system with prosody control	Oct 6, 2021	RhythmSpeech Synthesis	—Unverified
GANtron: Emotional Speech Synthesis with Generative Adversarial Networks	Oct 6, 2021	Emotional Speech SynthesisSpeech Synthesis	—Unverified
On the Interplay Between Sparsity, Naturalness, Intelligibility, and Prosody in Speech Synthesis	Oct 4, 2021	Knowledge DistillationSpeech Synthesis	—Unverified
Neural Speech Synthesis in German	Oct 3, 2021	Speech Synthesistext-to-speech	—Unverified
Incorporating speaker embedding and post-filter network for improving speaker similarity of personalized speech synthesis system	Oct 1, 2021	Speaker VerificationSpeech Synthesis	—Unverified
Speech-MLP: a simple MLP architecture for speech processing	Sep 29, 2021	Keyword SpottingSpeech Enhancement	—Unverified
Conditioning Sequence-to-sequence Networks with Learned Activations	Sep 29, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
SynCLR: A Synthesis Framework for Contrastive Learning of out-of-domain Speech Representations	Sep 29, 2021	Contrastive LearningData Augmentation	—Unverified
Guided-TTS:Text-to-Speech with Untranscribed Speech	Sep 29, 2021	Speech Synthesistext-to-speech	—Unverified
FlowVocoder: A small Footprint Neural Vocoder based Normalizing flow for Speech Synthesis	Sep 27, 2021	Density EstimationSpeech 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