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 151–175 of 1249 papers

Title	Date	Tasks	Status	Hype
Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modeling	Dec 19, 2023	Contrastive LearningSpeech Synthesis	CodeCode Available	1
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
Embedding a Differentiable Mel-cepstral Synthesis Filter to a Neural Speech Synthesis System	Nov 21, 2022	GPUSpeech Synthesis	CodeCode Available	1
End-to-End Adversarial Text-to-Speech	Jun 5, 2020	Adversarial TextDynamic Time Warping	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
Effective Use of Variational Embedding Capacity in Expressive End-to-End Speech Synthesis	Jun 8, 2019	Expressive Speech SynthesisSpeech Synthesis	CodeCode Available	1
Effective Deep Learning Models for Automatic Diacritization of Arabic Text	Nov 1, 2020	Arabic Text DiacritizationDecoder	CodeCode Available	1
EfficientNet-Absolute Zero for Continuous Speech Keyword Spotting	Dec 31, 2020	Keyword SpottingKeyword Spotting CSS	CodeCode Available	1
Dynamical Variational Autoencoders: A Comprehensive Review	Aug 28, 2020	3D Human DynamicsResynthesis	CodeCode Available	1
dMel: Speech Tokenization made Simple	Jul 22, 2024	DecoderLanguage Modeling	CodeCode Available	1
EdiTTS: Score-based Editing for Controllable Text-to-Speech	Oct 6, 2021	Speech SynthesisSpeech-to-Text	CodeCode Available	1
Automatic Tuning of Loss Trade-offs without Hyper-parameter Search in End-to-End Zero-Shot Speech Synthesis	May 26, 2023	DecoderSpeech Synthesis	CodeCode Available	1
DiffWave: A Versatile Diffusion Model for Audio Synthesis	Sep 21, 2020	Audio SynthesisDiversity	CodeCode Available	1
DiffV2S: Diffusion-based Video-to-Speech Synthesis with Vision-guided Speaker Embedding	Aug 15, 2023	Speech Synthesis	CodeCode Available	1
A Neuro-AI Interface for Evaluating Generative Adversarial Networks	Mar 5, 2020	Speech Synthesis	CodeCode Available	1
Fine-Grained and Interpretable Neural Speech Editing	Jul 7, 2024	Data AugmentationSpeech Synthesis	CodeCode Available	1
A^3T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing	Mar 18, 2022	Representation LearningSpeaker Verification	CodeCode Available	1
FMFCC-A: A Challenging Mandarin Dataset for Synthetic Speech Detection	Oct 18, 2021	Speech SynthesisSynthetic Speech Detection	CodeCode Available	1
Digital Voicing of Silent Speech	Oct 6, 2020	Electromyography (EMG)Speech Synthesis	CodeCode Available	1
Diffusion-Based Mel-Spectrogram Enhancement for Personalized Speech Synthesis with Found Data	May 18, 2023	Speech EnhancementSpeech Synthesis	CodeCode Available	1
Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling Scheme	Sep 28, 2021	Speech SynthesisVoice Conversion	CodeCode Available	1
Disentanglement in a GAN for Unconditional Speech Synthesis	Jul 4, 2023	DisentanglementGenerative Adversarial Network	CodeCode Available	1
Evaluating Speech Synthesis by Training Recognizers on Synthetic Speech	Oct 1, 2023	speech-recognitionSpeech Recognition	CodeCode Available	1
Deep Speech Synthesis from MRI-Based Articulatory Representations	Jul 5, 2023	Computational EfficiencyDenoising	CodeCode Available	1
Deep Speech Synthesis from Articulatory Representations	Sep 13, 2022	Speech Synthesis	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