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New TTS system OscillaTTS improves expressive speech modeling

By PulseAugur Editorial · [2 sources] ·

Researchers have developed OscillaTTS, a novel diffusion-based text-to-speech system designed to better model sharp prosodic transitions and rapid pitch variations in expressive speech. Unlike previous models that used static nonlinearities like the Snake activation function, OscillaTTS incorporates an adaptive oscillatory nonlinearity with a linear bypass. This allows for controllable periodic modulation while ensuring signal stability. Experiments on the LJSpeech and Emotional Speech Dataset demonstrated significant improvements in both objective and subjective evaluations, particularly in capturing expressive prosodic dynamics. AI

IMPACT This research could lead to more natural and expressive AI-generated speech, enhancing applications like virtual assistants and audio content creation.

RANK_REASON The cluster describes a new research paper detailing a novel model for text-to-speech synthesis. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New TTS system OscillaTTS improves expressive speech modeling

COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Sandipan Dhar, Nirmesh J. Shah, Ashishkumar P. Gudmalwar, Pankaj Wasnik ·

    Adaptive Oscillatory Inductive Bias for Modeling Sharp Prosodic Dynamics in Diffusion-Based TTS

    arXiv:2606.25424v1 Announce Type: cross Abstract: Diffusion-based text-to-speech (TTS) models have achieved significant improvements in speech quality. However, modeling sharp prosodic transitions and rapid pitch variations in expressive speech remains challenging. Existing diffu…

  2. arXiv cs.AI TIER_1 English(EN) · Pankaj Wasnik ·

    Adaptive Oscillatory Inductive Bias for Modeling Sharp Prosodic Dynamics in Diffusion-Based TTS

    Diffusion-based text-to-speech (TTS) models have achieved significant improvements in speech quality. However, modeling sharp prosodic transitions and rapid pitch variations in expressive speech remains challenging. Existing diffusion-based TTS decoders commonly utilize periodic …

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