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 101–125 of 1249 papers

Title	Date	Tasks	Status	Hype	Score
In Other News: A Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited Data	Apr 4, 2019	Speech Synthesistext-to-speech	CodeCode Available	1	5
Intelligible Lip-to-Speech Synthesis with Speech Units	May 31, 2023	Lip to Speech SynthesisSpeech Synthesis	CodeCode Available	1	5
HyperTTS: Parameter Efficient Adaptation in Text to Speech using Hypernetworks	Apr 6, 2024	Domain AdaptationSpeech Synthesis	CodeCode Available	1	5
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech	Jun 8, 2020	Knowledge DistillationSpeech Synthesis	CodeCode Available	1	5
EdiTTS: Score-based Editing for Controllable Text-to-Speech	Oct 6, 2021	Speech SynthesisSpeech-to-Text	CodeCode Available	1	5
A Resource for Computational Experiments on Mapudungun	Dec 4, 2019	Machine Translationspeech-recognition	CodeCode Available	1	5
Imaginary Voice: Face-styled Diffusion Model for Text-to-Speech	Feb 27, 2023	Speech Synthesistext-to-speech	CodeCode Available	1	5
EfficientNet-Absolute Zero for Continuous Speech Keyword Spotting	Dec 31, 2020	Keyword SpottingKeyword Spotting CSS	CodeCode Available	1	5
Articulation GAN: Unsupervised modeling of articulatory learning	Oct 27, 2022	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	1	5
dMel: Speech Tokenization made Simple	Jul 22, 2024	DecoderLanguage Modeling	CodeCode Available	1	5
Disentanglement in a GAN for Unconditional Speech Synthesis	Jul 4, 2023	DisentanglementGenerative Adversarial Network	CodeCode Available	1	5
Generative Expressive Conversational Speech Synthesis	Jul 31, 2024	Speech Synthesis	CodeCode Available	1	5
ArTST: Arabic Text and Speech Transformer	Oct 25, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modeling	Dec 19, 2023	Contrastive LearningSpeech Synthesis	CodeCode Available	1	5
Improved Child Text-to-Speech Synthesis through Fastpitch-based Transfer Learning	Nov 7, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
A Spectral Energy Distance for Parallel Speech Synthesis	Aug 3, 2020	scoring ruleSpeech Synthesis	CodeCode Available	1	5
TTS-Portuguese Corpus: a corpus for speech synthesis in Brazilian Portuguese	May 11, 2020	DenoisingSpeech Synthesis	CodeCode Available	1	5
Assem-VC: Realistic Voice Conversion by Assembling Modern Speech Synthesis Techniques	Apr 2, 2021	DecoderRhythm	CodeCode Available	1	5
DiffV2S: Diffusion-based Video-to-Speech Synthesis with Vision-guided Speaker Embedding	Aug 15, 2023	Speech Synthesis	CodeCode Available	1	5
APNet2: High-quality and High-efficiency Neural Vocoder with Direct Prediction of Amplitude and Phase Spectra	Nov 20, 2023	Speech Synthesis	CodeCode Available	1	5
Evaluating Speech Synthesis by Training Recognizers on Synthetic Speech	Oct 1, 2023	speech-recognitionSpeech Recognition	CodeCode Available	1	5
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding	Mar 2, 2023	Speech Synthesistext-to-speech	CodeCode Available	1	5
DiffWave: A Versatile Diffusion Model for Audio Synthesis	Sep 21, 2020	Audio SynthesisDiversity	CodeCode Available	1	5
Exploring Transfer Learning for Low Resource Emotional TTS	Jan 14, 2019	Deep LearningEmotional Speech Synthesis	CodeCode Available	1	5
Diffusion-Based Mel-Spectrogram Enhancement for Personalized Speech Synthesis with Found Data	May 18, 2023	Speech EnhancementSpeech Synthesis	CodeCode Available	1	5

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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