Naisong Zhou

Shortcut Flow Matching for Speech Enhancement: Step-Invariant flows via single stage training

Diffusion-based generative models have achieved state-of-the-art performance for perceptual quality in speech enhancement (SE). However, their iterative nature requires numerous Neural Function Evaluations (NFEs), posing a challenge for real-time applications. On the contrary, flow matching offers a…