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 531–540 of 1249 papers

Title	Date	Tasks	Status
Large-scale unsupervised audio pre-training for video-to-speech synthesis	Jun 27, 2023	speech-recognitionSpeech Recognition	—Unverified
DSE-TTS: Dual Speaker Embedding for Cross-Lingual Text-to-Speech	Jun 25, 2023	Speech Synthesistext-to-speech	—Unverified
Voicebox: Text-Guided Multilingual Universal Speech Generation at Scale	Jun 23, 2023	In-Context LearningSpeech Synthesis	CodeCode Available
Visual-Aware Text-to-Speech	Jun 21, 2023	RhythmSpeech Synthesis	—Unverified
Strategies in Transfer Learning for Low-Resource Speech Synthesis: Phone Mapping, Features Input, and Source Language Selection	Jun 21, 2023	Automatic Speech Recognitionspeech-recognition	—Unverified
Cross-lingual Prosody Transfer for Expressive Machine Dubbing	Jun 20, 2023	Expressive Speech SynthesisSpeech Synthesis	—Unverified
CML-TTS A Multilingual Dataset for Speech Synthesis in Low-Resource Languages	Jun 16, 2023	Speech Synthesistext-to-speech	—Unverified
Investigating the Utility of Surprisal from Large Language Models for Speech Synthesis Prosody	Jun 16, 2023	Speech Synthesis	—Unverified
Diff-TTSG: Denoising probabilistic integrated speech and gesture synthesis	Jun 15, 2023	DenoisingSpeech Synthesis	—Unverified
PauseSpeech: Natural Speech Synthesis via Pre-trained Language Model and Pause-based Prosody Modeling	Jun 13, 2023	Language ModelingLanguage Modelling	—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