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 126–150 of 1249 papers

Title	Date	Tasks	Status	Hype	Score
A Survey on Non-Autoregressive Generation for Neural Machine Translation and Beyond	Apr 20, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
Lip-to-Speech Synthesis in the Wild with Multi-task Learning	Feb 17, 2023	Lip to Speech SynthesisMulti-Task Learning	CodeCode Available	1	5
dMel: Speech Tokenization made Simple	Jul 22, 2024	DecoderLanguage Modeling	CodeCode Available	1	5
Effective Deep Learning Models for Automatic Diacritization of Arabic Text	Nov 1, 2020	Arabic Text DiacritizationDecoder	CodeCode Available	1	5
EMNS /Imz/ Corpus: An emotive single-speaker dataset for narrative storytelling in games, television and graphic novels	May 22, 2023	Expressive Speech SynthesisSpeech Synthesis	CodeCode Available	1	5
Lip to Speech Synthesis with Visual Context Attentional GAN	Apr 4, 2022	Contrastive LearningGenerative Adversarial Network	CodeCode Available	1	5
Disentanglement in a GAN for Unconditional Speech Synthesis	Jul 4, 2023	DisentanglementGenerative Adversarial Network	CodeCode Available	1	5
Digital Voicing of Silent Speech	Oct 6, 2020	Electromyography (EMG)Speech Synthesis	CodeCode Available	1	5
Learning pronunciation from a foreign language in speech synthesis networks	Nov 23, 2018	Speech Synthesis	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
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing	Mar 18, 2022	Representation LearningSpeaker Verification	CodeCode Available	1	5
DiffWave: A Versatile Diffusion Model for Audio Synthesis	Sep 21, 2020	Audio SynthesisDiversity	CodeCode Available	1	5
A Neuro-AI Interface for Evaluating Generative Adversarial Networks	Mar 5, 2020	Speech Synthesis	CodeCode Available	1	5
DiffProsody: Diffusion-based Latent Prosody Generation for Expressive Speech Synthesis with Prosody Conditional Adversarial Training	Jul 31, 2023	DenoisingExpressive 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
AnCoGen: Analysis, Control and Generation of Speech with a Masked Autoencoder	Jan 9, 2025	Pitch ClassificationPitch control	CodeCode Available	1	5
Accented Text-to-Speech Synthesis with a Conditional Variational Autoencoder	Nov 7, 2022	Speech Synthesistext-to-speech	CodeCode Available	1	5
Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling Scheme	Sep 28, 2021	Speech SynthesisVoice Conversion	CodeCode Available	1	5
Laughter Synthesis: Combining Seq2seq modeling with Transfer Learning	Aug 20, 2020	Expressive Speech SynthesisSpeech Synthesis	CodeCode Available	1	5
KazEmoTTS: A Dataset for Kazakh Emotional Text-to-Speech Synthesis	Apr 1, 2024	Speech Synthesistext-to-speech	CodeCode Available	1	5
Detection of Prosodic Boundaries in Speech Using Wav2Vec 2.0	Sep 29, 2022	SentenceSpeech Synthesis	CodeCode Available	1	5
Deep Speech Synthesis from MRI-Based Articulatory Representations	Jul 5, 2023	Computational EfficiencyDenoising	CodeCode Available	1	5
KazakhTTS: An Open-Source Kazakh Text-to-Speech Synthesis Dataset	Apr 17, 2021	Speech Synthesistext-to-speech	CodeCode Available	1	5
Learning Arousal-Valence Representation from Categorical Emotion Labels of Speech	Nov 24, 2023	Dimensionality ReductionEmotion Classification	CodeCode Available	1	5
Deep Learning Based Assessment of Synthetic Speech Naturalness	Apr 23, 2021	Deep LearningPrediction	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