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 1071–1080 of 1249 papers

Title	Date	Tasks	Status	Hype
HybridNet: A Hybrid Neural Architecture to Speed-up Autoregressive Models	Jan 1, 2018	Speech Synthesistext-to-speech	—Unverified	0
Merging K-means with hierarchical clustering for identifying general-shaped groups	Dec 23, 2017	ClusteringDensity Estimation	—Unverified	0
Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions	Dec 16, 2017	Speech Synthesis	CodeCode Available	1
Creating New Language and Voice Components for the Updated MaryTTS Text-to-Speech Synthesis Platform	Dec 13, 2017	Speech Synthesistext-to-speech	—Unverified	0
Parallel WaveNet: Fast High-Fidelity Speech Synthesis	Nov 28, 2017	Speech SynthesisVocal Bursts Intensity Prediction	CodeCode Available	0
完全基於類神經網路之語音合成系統初步研究 (A Preliminary Study on Fully Neural Network-based Speech Synthesis System) [In Chinese]	Nov 1, 2017	Speech Synthesis	—Unverified	0
SUT System Description for Anti-Spoofing 2017 Challenge	Nov 1, 2017	QuantizationSpeaker Verification	—Unverified	0
Uncovering Latent Style Factors for Expressive Speech Synthesis	Nov 1, 2017	Expressive Speech SynthesisSpeech Synthesis	—Unverified	0
JSUT corpus: free large-scale Japanese speech corpus for end-to-end speech synthesis	Oct 28, 2017	BIG-bench Machine LearningSpeech Synthesis	CodeCode Available	0
Deep Voice 3: Scaling Text-to-Speech with Convolutional Sequence Learning	Oct 20, 2017	GPUSpeech Synthesis	CodeCode Available	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