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 201–225 of 1249 papers

Title	Date	Tasks	Status	Hype
Developing multilingual speech synthesis system for Ojibwe, Mi'kmaq, and Maliseet	Feb 4, 2025	Speech Synthesistext-to-speech	CodeCode Available	1
Byakto Speech: Real-time long speech synthesis with convolutional neural network: Transfer learning from English to Bangla	May 31, 2021	Deep Learningspeech-recognition	CodeCode Available	1
Detection of Prosodic Boundaries in Speech Using Wav2Vec 2.0	Sep 29, 2022	SentenceSpeech Synthesis	CodeCode Available	1
PhaseAug: A Differentiable Augmentation for Speech Synthesis to Simulate One-to-Many Mapping	Nov 8, 2022	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	1
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation	May 29, 2023	Speech Synthesistext-to-speech	CodeCode Available	1
PRESENT: Zero-Shot Text-to-Prosody Control	Aug 13, 2024	Prosody PredictionSpeech Synthesis	CodeCode Available	1
Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding	Aug 12, 2020	Speech Synthesistext-to-speech	CodeCode Available	1
Rasa: Building Expressive Speech Synthesis Systems for Indian Languages in Low-resource Settings	Jul 19, 2024	Expressive Speech SynthesisSpeech Synthesis	CodeCode Available	1
Deep Speech Synthesis from MRI-Based Articulatory Representations	Jul 5, 2023	Computational EfficiencyDenoising	CodeCode Available	1
Region-Based Optimization in Continual Learning for Audio Deepfake Detection	Dec 16, 2024	Audio Deepfake DetectionContinual Learning	CodeCode Available	1
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks	Jun 14, 2022	Action SegmentationInstance Segmentation	CodeCode Available	1
DiffProsody: Diffusion-based Latent Prosody Generation for Expressive Speech Synthesis with Prosody Conditional Adversarial Training	Jul 31, 2023	DenoisingExpressive Speech Synthesis	CodeCode Available	1
CDPAM: Contrastive learning for perceptual audio similarity	Feb 9, 2021	Contrastive LearningSpeech Enhancement	CodeCode Available	1
A Resource for Computational Experiments on Mapudungun	Dec 4, 2019	Machine Translationspeech-recognition	CodeCode Available	1
dMel: Speech Tokenization made Simple	Jul 22, 2024	DecoderLanguage Modeling	CodeCode Available	1
Cross-speaker Emotion Transfer Based on Speaker Condition Layer Normalization and Semi-Supervised Training in Text-To-Speech	Oct 8, 2021	Emotion InterpretationExpressive Speech Synthesis	CodeCode Available	1
Semi-supervised URL Segmentation with Recurrent Neural NetworksPre-trained on Knowledge Graph Entities	Nov 5, 2020	Chinese Word SegmentationSpeech Synthesis	CodeCode Available	1
Semi-supervised URL Segmentation with Recurrent Neural Networks Pre-trained on Knowledge Graph Entities	Dec 1, 2020	Chinese Word SegmentationSpeech Synthesis	CodeCode Available	1
Cross-modal information fusion for voice spoofing detection	Feb 1, 2023	Automatic Speech Recognitionfake voice detection	CodeCode Available	1
Articulation GAN: Unsupervised modeling of articulatory learning	Oct 27, 2022	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	1
Deep Learning Based Assessment of Synthetic Speech Naturalness	Apr 23, 2021	Deep LearningPrediction	CodeCode Available	1
Deep Learning Enabled Semantic Communications with Speech Recognition and Synthesis	May 9, 2022	Deep LearningSemantic Communication	CodeCode Available	1
Conditional Sound Generation Using Neural Discrete Time-Frequency Representation Learning	Jul 21, 2021	DiversityMusic Generation	CodeCode Available	1
ControlVC: Zero-Shot Voice Conversion with Time-Varying Controls on Pitch and Speed	Sep 23, 2022	Pitch controlSpeech Synthesis	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