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 21–30 of 332 papers

Title	Date	Tasks	Status	Hype
Stable-TTS: Stable Speaker-Adaptive Text-to-Speech Synthesis via Prosody Prompting	Dec 28, 2024	Speech Synthesistext-to-speech	—Unverified	0
Incremental Disentanglement for Environment-Aware Zero-Shot Text-to-Speech Synthesis	Dec 22, 2024	DecoderDisentanglement	—Unverified	0
ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis	Dec 16, 2024	Speech Synthesistext-to-speech	—Unverified	0
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens	Dec 13, 2024	Conditional Image GenerationImage Generation	—Unverified	0
Multimodal Latent Language Modeling with Next-Token Diffusion	Dec 11, 2024	Image GenerationLanguage Modeling	CodeCode Available	0
Debatts: Zero-Shot Debating Text-to-Speech Synthesis	Nov 10, 2024	Speech Synthesistext-to-speech	—Unverified	0
Lina-Speech: Gated Linear Attention is a Fast and Parameter-Efficient Learner for text-to-speech synthesis	Oct 30, 2024	Speech Synthesistext-to-speech	CodeCode Available	2
A Unified Framework for Collecting Text-to-Speech Synthesis Datasets for 22 Indian Languages	Oct 18, 2024	Speech Synthesistext-to-speech	—Unverified	0
DurIAN-E 2: Duration Informed Attention Network with Adaptive Variational Autoencoder and Adversarial Learning for Expressive Text-to-Speech Synthesis	Oct 17, 2024	Speech Synthesistext-to-speech	—Unverified	0
Efficient training strategies for natural sounding speech synthesis and speaker adaptation based on FastPitch	Oct 9, 2024	Speech Synthesistext-to-speech	—Unverified	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