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Haixin Zhao

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Preprint Aug 2026

Towards Balanced Spectral Reconstruction: Spectrally Adaptive Loss for Streaming Speech Enhancement

This paper proposes two spectrally weighted STFT loss functions for lightweight streaming speech enhancement, addressing the magnitude over-attenuation in mid-to-high frequency regions caused by the magnitude-phase compensation effect. The proposed sigmoid-weighted loss applies a smooth frequency-dependent modulation t...

Haixin Zhao, Nilesh Madhu · 0 citations

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