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	Score
KazakhTTS: An Open-Source Kazakh Text-to-Speech Synthesis Dataset	Apr 17, 2021	Speech Synthesistext-to-speech	CodeCode Available	1	5
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	5
PhaseAug: A Differentiable Augmentation for Speech Synthesis to Simulate One-to-Many Mapping	Nov 8, 2022	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	1	5
Laughter Synthesis: Combining Seq2seq modeling with Transfer Learning	Aug 20, 2020	Expressive Speech SynthesisSpeech Synthesis	CodeCode Available	1	5
Deep Learning Enabled Semantic Communications with Speech Recognition and Synthesis	May 9, 2022	Deep LearningSemantic Communication	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
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation	May 29, 2023	Speech Synthesistext-to-speech	CodeCode Available	1	5
Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding	Aug 12, 2020	Speech Synthesistext-to-speech	CodeCode Available	1	5
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	5
Phonological Features for 0-shot Multilingual Speech Synthesis	Aug 6, 2020	Speech Synthesistext-to-speech	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
ControlVC: Zero-Shot Voice Conversion with Time-Varying Controls on Pitch and Speed	Sep 23, 2022	Pitch controlSpeech Synthesis	CodeCode Available	1	5
A Resource for Computational Experiments on Mapudungun	Dec 4, 2019	Machine Translationspeech-recognition	CodeCode Available	1	5
Textless Unit-to-Unit training for Many-to-Many Multilingual Speech-to-Speech Translation	Aug 3, 2023	DecoderQuantization	CodeCode Available	1	5
EmoSpeech: Guiding FastSpeech2 Towards Emotional Text to Speech	Jun 28, 2023	Emotion RecognitionSpeech Synthesis	CodeCode Available	1	5
SVTS: Scalable Video-to-Speech Synthesis	May 4, 2022	Speech Synthesis	CodeCode Available	1	5
MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis	Oct 8, 2019	CPUGPU	CodeCode Available	1	5
Conditional Sound Generation Using Neural Discrete Time-Frequency Representation Learning	Jul 21, 2021	DiversityMusic Generation	CodeCode Available	1	5
Articulation GAN: Unsupervised modeling of articulatory learning	Oct 27, 2022	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	1	5
Mixer-TTS: non-autoregressive, fast and compact text-to-speech model conditioned on language model embeddings	Oct 7, 2021	Language ModelingLanguage Modelling	CodeCode Available	1	5
Mitigating Unauthorized Speech Synthesis for Voice Protection	Oct 28, 2024	Data AugmentationFace Swapping	CodeCode Available	1	5
Cross-modal information fusion for voice spoofing detection	Feb 1, 2023	Automatic Speech Recognitionfake voice detection	CodeCode Available	1	5
OverFlow: Putting flows on top of neural transducers for better TTS	Nov 13, 2022	Normalising FlowsSpeech Synthesis	CodeCode Available	1	5
PolyDL: Polyhedral Optimizations for Creation of High Performance DL primitives	Jun 2, 2020	speech-recognitionSpeech Recognition	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