ZeSTA: Zero-Shot TTS Augmentation with Domain-Conditioned Training for Data-Efficient Personalized Speech Synthesis

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References (38)

[1]
Zero-Shot TTS With Enhanced Audio Prompts: Bsc Submission For The 2026 Wildspoof Challenge TTS Track
2026José Giraldo, Alex Peir'o-Lilja et al.
[2]
Data Augmentation using Speech Synthesis for Speaker-Independent Dysarthria Severity Classification
2025Minseo Kim, Minsu Han et al.
[3]
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment
2025Xueyao Zhang, Yuancheng Wang et al.
[4]
Generative Data Augmentation Challenge: Zero-Shot Speech Synthesis for Personalized Speech Enhancement
2025Jae-Sung Bae, Anastasia Kuznetsova et al.
[5]
CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models
2024Zhihao Du, Yuxuan Wang et al.
[6]
Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis
2024Shijia Liao, Yuxuan Wang et al.
[7]
Leveraging Low-Rank Adaptation for Parameter-Efficient Fine-Tuning in Multi-Speaker Adaptive Text-to-Speech Synthesis
2024Changi Hong, Jung Hyuk Lee et al.
[8]
Zero Shot Text to Speech Augmentation for Automatic Speech Recognition on Low-Resource Accented Speech Corpora
2023Francesco Nespoli, Daniel Barreda et al.
[9]
Voicebox: Text-Guided Multilingual Universal Speech Generation at Scale
2023Matt Le, Apoorv Vyas et al.
[10]
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation
2023Ambuj Mehrish, Abhinav Ramesh Kashyap et al.
[11]
Speak, Read and Prompt: High-Fidelity Text-to-Speech with Minimal Supervision
2023E. Kharitonov, Damien Vincent et al.
[12]
Robust Speech Recognition via Large-Scale Weak Supervision
2022Alec Radford, Jong Wook Kim et al.
[13]
Evaluating and reducing the distance between synthetic and real speech distributions
2022Christoph Minixhofer, Ondrej Klejch et al.
[14]
AudioLM: A Language Modeling Approach to Audio Generation
2022Zalán Borsos, Raphaël Marinier et al.
[15]
Low-data? No problem: low-resource, language-agnostic conversational text-to-speech via F0-conditioned data augmentation
2022Giulia Comini, Goeric Huybrechts et al.
[16]
TTS-by-TTS 2: Data-selective augmentation for neural speech synthesis using ranking support vector machine with variational autoencoder
2022Eunwoo Song, Ryuichi Yamamoto et al.
[17]
JETS: Jointly Training FastSpeech2 and HiFi-GAN for End to End Text to Speech
2022D. Lim, Sunghee Jung et al.
[18]
Cross-Speaker Style Transfer for Text-to-Speech Using Data Augmentation
2022M. Ribeiro, J. Roth et al.
[19]
HierSpeech: Bridging the Gap between Text and Speech by Hierarchical Variational Inference using Self-supervised Representations for Speech Synthesis
2022Sang-Hoon Lee, Seung-bin Kim et al.
[20]
YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for everyone
2021Edresson Casanova, Julian Weber et al.

Showing 20 of 38 references

Founder's Pitch

"ZeSTA improves personalized speech synthesis by enhancing speaker similarity through zero-shot TTS augmentation and domain-conditioned training."

Text-to-SpeechScore: 6View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

3/4 signals

7.5

Series A Potential

2/4 signals

5

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