Text-To-Speech Synthesis

Text-To-Speech Synthesis is a machine learning task that involves converting written text into spoken words. The goal is to generate synthetic speech that sounds natural and resembles human speech as closely as possible.

Papers

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Showing 141–150 of 332 papers

Title	Date	Tasks	Status	Hype
BU-TTS: An Open-Source, Bilingual Welsh-English, Text-to-Speech Corpus	Jun 1, 2022	Speech Synthesistext-to-speech	—Unverified	0
Exploring Transfer Learning for Urdu Speech Synthesis	Jun 1, 2022	Speech Synthesistext-to-speech	—Unverified	0
Investigating Inter- and Intra-speaker Voice Conversion using Audiobooks	Jun 1, 2022	Speech Synthesistext-to-speech	—Unverified	0
Preparing an Endangered Language for the Digital Age: The Case of Judeo-Spanish	May 31, 2022	Machine TranslationSpeech Synthesis	CodeCode Available	0
StyleTTS: A Style-Based Generative Model for Natural and Diverse Text-to-Speech Synthesis	May 30, 2022	Data AugmentationSelf-Supervised Learning	CodeCode Available	2
PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit	May 20, 2022	AllAutomatic Speech Recognition (ASR)	CodeCode Available	6
GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech	May 15, 2022	Speech SynthesisStyle Transfer	CodeCode Available	2
ReCAB-VAE: Gumbel-Softmax Variational Inference Based on Analytic Divergence	May 9, 2022	Speech Synthesistext-to-speech	—Unverified	0
NaturalSpeech: End-to-End Text to Speech Synthesis with Human-Level Quality	May 9, 2022	SentenceSpeech Synthesis	CodeCode Available	2
Systematic Inequalities in Language Technology Performance across the World’s Languages	May 1, 2022	Dependency ParsingMachine Translation	CodeCode Available	0

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All datasets LJSpeech 20000 utterances CMUDict 0.7b HUI speech corpus Thorsten voice 21.02 neutral Trinity Speech-Gesture Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	NaturalSpeech	Audio Quality MOS	4.56	—	Unverified
2	VITS	Audio Quality MOS	4.43	—	Unverified
3	Grad-TTS + HiFiGAN (1000 steps)	Audio Quality MOS	4.37	—	Unverified
4	FastSpeech 2 + HiFiGAN	Audio Quality MOS	4.34	—	Unverified
5	Glow-TTS + HiFiGAN	Audio Quality MOS	4.34	—	Unverified
6	FastSpeech 2 + HiFiGAN	Audio Quality MOS	4.32	—	Unverified
7	FastDiff (4 steps)	Audio Quality MOS	4.28	—	Unverified
8	FastDiff-TTS	Audio Quality MOS	4.03	—	Unverified
9	Transformer TTS (Mel + WaveGlow)	Audio Quality MOS	3.88	—	Unverified
10	FastSpeech (Mel + WaveGlow)	Audio Quality MOS	3.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mia	10-keyword Speech Commands dataset	16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Token-Level Ensemble Distillation	Phoneme Error Rate	4.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Tacotron 2	Mean Opinion Score	3.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Tacotron 2	Mean Opinion Score	3.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Match-TTSG	MOS	3.7	—	Unverified