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Shang-Fu Chen

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Preprint Sep 2026

HAMMER: Harmonic-Aware Parallel Context Modeling and Discriminator-Free Perceptual Optimization for Speech Enhancement

Recent speech enhancement systems combine self-attention and Mamba to capture global interactions and long-range dependencies. Yet these hybrids usually operate as sequence mixers and do not explicitly exploit harmonic periodicity, a strong cue for preserving voiced speech under noise. Perceptual optimization poses ano...

Shang-Fu Chen, Szu-Wei Fu, Sung-Feng Huang et al. · 0 citations

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