MoE-TTS - The Latest Speech Generation Framework from KunlunWei

What is MoE-TTS

MoE-TTS is a speech synthesis framework based on the Mixed Expert (MoE) architecture, which combines pre-trained Large Language Models (LLMs) with speech expert modules.MoE-TTS retains strong text comprehension capabilities and improves the accuracy of speech generation by freezing the parameters of the text module and updating only the parameters of the speech module.MoE-TTS supports complex open domains and text descriptions. MoE-TTS supports complex open-domain text descriptions and generates natural, emotionally rich and consistent speech, which is suitable for virtual assistants, audio content creation, digital human voice-overs, education and gaming, and significantly outperforms traditional TTS models.

MoE-TTS Functional Features

• Open-domain text adaptation: MoE-TTS is able to handle complex text descriptions that do not appear in the training data, generating natural and fluent speech that significantly outperforms traditional TTS models.
• Flexible voice style customization: Users are able to customize their voice style with natural language descriptions to meet diverse needs.
• Natural and emotional speech production: The generated speech excels in naturalness, emotional expression and stylistic consistency, providing users with a high-quality speech experience.
• Transfer of text comprehension skills: MoE-TTS migrates the powerful text comprehension capabilities of pre-trained language models to speech generation tasks, improving the understanding and representation of complex semantics.
• Efficient training mechanisms: Based on freezing the parameters of the text module and updating only the parameters of the speech module, MoE-TTS retains the pre-training knowledge during the training process and reduces the training cost.

Core Benefits of MoE-TTS

• High-quality speech generation: The generated speech excels in naturalness, emotional expression and stylistic consistency, and the combination of diffusion modeling and VAEGAN components ensures a natural flow of speech.
• Flexible style control: Users accurately control voice styles and features with natural language descriptions to meet the needs of diverse application scenarios.
• Efficient training and reasoning: Freezing the text module parameters during training and updating only the speech module parameters preserves the pre-training knowledge while reducing the training cost.
• Wide range of application scenarios: Apply to virtual assistant, intelligent customer service, audible content creation, digital human voice-over, education and training, and gaming scenarios to provide high-quality, personalized voice solutions.

MoE-TTS official website address

• Technical Papers: https://teal-aquarius-c17.notion.site/MoE-TTS-Enhancing-Out-of-Domain-Text-Understanding-for-Description-based-TTS-via-Mixture-of -Experts-24e44360bf708040bff3dffe2eef805e#24e44360bf70800c9290cce2d2d14dfe

Who is MoE-TTS for?

• content creator: Audiobook authors, podcast producers and video creators quickly generate high-quality voice content, enriching the form of their work and enhancing the experience for listeners and viewers.
• Companies & Brands: Enterprises integrate MoE-TTS for virtual assistants and intelligent customer service systems, providing natural and smooth voice responses to enhance user experience and brand affinity.
• Digital People and Virtual Character Developers: Digital people and virtual character creators generate personalized voices to bring characters to life and enhance realism and expression.
• educator: Educators and online education platforms generate multi-language, multi-style audio-learning content to make learning more fun and efficient.
• individual user: Language learners and speech enthusiasts assist in learning or creating personalized speech content to meet individual interests and needs.