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
Fine-Grained and Interpretable Neural Speech Editing	Jul 7, 2024	Data AugmentationSpeech Synthesis	CodeCode Available	1
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding	Mar 2, 2023	Speech Synthesistext-to-speech	CodeCode Available	1
Evaluating Speech Synthesis by Training Recognizers on Synthetic Speech	Oct 1, 2023	speech-recognitionSpeech Recognition	CodeCode Available	1
Enhancing Speech Intelligibility in Text-To-Speech Synthesis using Speaking Style Conversion	Aug 13, 2020	Speech Synthesistext-to-speech	CodeCode Available	1
Exploring Transfer Learning for Low Resource Emotional TTS	Jan 14, 2019	Deep LearningEmotional Speech Synthesis	CodeCode Available	1
A Resource for Computational Experiments on Mapudungun	Dec 4, 2019	Machine Translationspeech-recognition	CodeCode Available	1
Fine-grained style control in Transformer-based Text-to-speech Synthesis	Oct 12, 2021	Inductive BiasSpeech Synthesis	CodeCode Available	1
APNet2: High-quality and High-efficiency Neural Vocoder with Direct Prediction of Amplitude and Phase Spectra	Nov 20, 2023	Speech Synthesis	CodeCode Available	1
Articulation GAN: Unsupervised modeling of articulatory learning	Oct 27, 2022	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	1
FMFCC-A: A Challenging Mandarin Dataset for Synthetic Speech Detection	Oct 18, 2021	Speech SynthesisSynthetic Speech Detection	CodeCode Available	1
TTS-Portuguese Corpus: a corpus for speech synthesis in Brazilian Portuguese	May 11, 2020	DenoisingSpeech Synthesis	CodeCode Available	1
Generative Expressive Conversational Speech Synthesis	Jul 31, 2024	Speech Synthesis	CodeCode Available	1
Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modeling	Dec 19, 2023	Contrastive LearningSpeech Synthesis	CodeCode Available	1
End-to-End Adversarial Text-to-Speech	Jun 5, 2020	Adversarial TextDynamic Time Warping	CodeCode Available	1
End-to-End Zero-Shot Voice Conversion with Location-Variable Convolutions	May 19, 2022	Speech SynthesisStyle Transfer	CodeCode Available	1
A Spectral Energy Distance for Parallel Speech Synthesis	Aug 3, 2020	scoring ruleSpeech Synthesis	CodeCode Available	1
GAN You Hear Me? Reclaiming Unconditional Speech Synthesis from Diffusion Models	Oct 11, 2022	DisentanglementGenerative Adversarial Network	CodeCode Available	1
Learning pronunciation from a foreign language in speech synthesis networks	Nov 23, 2018	Speech Synthesis	CodeCode Available	1
Improved Child Text-to-Speech Synthesis through Fastpitch-based Transfer Learning	Nov 7, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
EfficientNet-Absolute Zero for Continuous Speech Keyword Spotting	Dec 31, 2020	Keyword SpottingKeyword Spotting CSS	CodeCode Available	1
Effective Deep Learning Models for Automatic Diacritization of Arabic Text	Nov 1, 2020	Arabic Text DiacritizationDecoder	CodeCode Available	1
Intelligible Lip-to-Speech Synthesis with Speech Units	May 31, 2023	Lip to Speech SynthesisSpeech Synthesis	CodeCode Available	1
KazakhTTS: An Open-Source Kazakh Text-to-Speech Synthesis Dataset	Apr 17, 2021	Speech Synthesistext-to-speech	CodeCode Available	1
KazEmoTTS: A Dataset for Kazakh Emotional Text-to-Speech Synthesis	Apr 1, 2024	Speech Synthesistext-to-speech	CodeCode Available	1
EdiTTS: Score-based Editing for Controllable Text-to-Speech	Oct 6, 2021	Speech SynthesisSpeech-to-Text	CodeCode Available	1

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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