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 151–160 of 332 papers

Title	Date	Tasks	Status
Do Prosody Transfer Models Transfer Prosody?	Mar 7, 2023	Speech Synthesistext-to-speech	—Unverified
Autoregressive Speech Synthesis without Vector Quantization	Jul 11, 2024	Audio CompressionDiversity	—Unverified
A Review of Deep Learning Techniques for Speech Processing	Apr 30, 2023	Automatic Speech RecognitionDeep Learning	—Unverified
Investigation of Japanese PnG BERT language model in text-to-speech synthesis for pitch accent language	Dec 16, 2022	Language ModelingLanguage Modelling	—Unverified
Large tagset labeling using Feed Forward Neural Networks. Case study on Romanian Language	Aug 1, 2013	Machine TranslationPart-Of-Speech Tagging	—Unverified
DNN-based Speech Synthesis for Indian Languages from ASCII text	Aug 18, 2016	Speech Synthesistext-to-speech	—Unverified
LDC Forced Aligner	May 1, 2012	SentenceSpeech Recognition	—Unverified
Applying Syntaxx2013Prosody Mapping Hypothesis and Prosodic Well-Formedness Constraints to Neural Sequence-to-Sequence Speech Synthesis	Mar 29, 2022	Speech Synthesistext-to-speech	—Unverified
Investigating Inter- and Intra-speaker Voice Conversion using Audiobooks	Jun 1, 2022	Speech Synthesistext-to-speech	—Unverified
Autoregressive Diffusion Transformer for Text-to-Speech Synthesis	Jun 8, 2024	Audio GenerationDecoder	—Unverified

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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